{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convolutional Neural Networks\n",
    "---\n",
    "In this notebook, we train a **CNN** to classify images from the CIFAR-10 database.\n",
    "\n",
    "The images in this database are small color images that fall into one of ten classes; some example images are pictured below.\n",
    "\n",
    "<img src='notebook_ims/cifar_data.png' width=50% height=50% />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test for [CUDA](http://pytorch.org/docs/stable/cuda.html)\n",
    "\n",
    "Since these are larger (32x32x3) images, it may prove useful to speed up your training time by using a GPU. CUDA is a parallel computing platform and CUDA Tensors are the same as typical Tensors, only they utilize GPU's for computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# PyTorch dataset\n",
    "from torchvision import datasets\n",
    "import torchvision.transforms as transforms\n",
    "from torch.utils.data.sampler import SubsetRandomSampler\n",
    "\n",
    "# PyTorch model\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CUDA is available!  Training on GPU ...\n"
     ]
    }
   ],
   "source": [
    "# check if CUDA is available\n",
    "train_on_gpu = torch.cuda.is_available()\n",
    "\n",
    "if not train_on_gpu:\n",
    "    print('CUDA is not available.  Training on CPU ...')\n",
    "else:\n",
    "    print('CUDA is available!  Training on GPU ...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Load the [Data](https://pytorch.org/vision/stable/datasets.html)\n",
    "\n",
    "Downloading may take a minute. We load in the training and test data, split the training data into a training and validation set, then create DataLoaders for each of these sets of data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# number of subprocesses to use for data loading\n",
    "num_workers = 0\n",
    "# how many samples per batch to load\n",
    "batch_size = 20\n",
    "# percentage of training set to use as validation\n",
    "valid_size = 0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data transform to convert data to a tensor and apply normalization\n",
    "\n",
    "# augment train and validation dataset with RandomHorizontalFlip and RandomRotation\n",
    "train_transform = transforms.Compose([\n",
    "    transforms.RandomHorizontalFlip(), # randomly flip and rotate\n",
    "    transforms.RandomRotation(10),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
    "    ])\n",
    "\n",
    "test_transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "# choose the training and test datasets\n",
    "train_data = datasets.CIFAR10('data', train=True,\n",
    "                              download=True, transform=train_transform)\n",
    "test_data = datasets.CIFAR10('data', train=False,\n",
    "                             download=True, transform=test_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# obtain training indices that will be used for validation\n",
    "num_train = len(train_data)\n",
    "indices = list(range(num_train))\n",
    "np.random.shuffle(indices)\n",
    "split = int(np.floor(valid_size * num_train))\n",
    "train_idx, valid_idx = indices[split:], indices[:split]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define samplers for obtaining training and validation batches\n",
    "train_sampler = SubsetRandomSampler(train_idx)\n",
    "valid_sampler = SubsetRandomSampler(valid_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare data loaders (combine dataset and sampler)\n",
    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=batch_size,\n",
    "    sampler=train_sampler, num_workers=num_workers)\n",
    "valid_loader = torch.utils.data.DataLoader(train_data, batch_size=batch_size, \n",
    "    sampler=valid_sampler, num_workers=num_workers)\n",
    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=batch_size, \n",
    "    num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airplane',\n",
       " 'automobile',\n",
       " 'bird',\n",
       " 'cat',\n",
       " 'deer',\n",
       " 'dog',\n",
       " 'frog',\n",
       " 'horse',\n",
       " 'ship',\n",
       " 'truck']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# specify the image classes\n",
    "classes = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "classes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize a Batch of Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper function to un-normalize and display an image\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5  # unnormalize\n",
    "    plt.imshow(np.transpose(img, (1, 2, 0)))  # convert from Tensor image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 3, 32, 32)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# obtain one batch of training images\n",
    "dataiter = iter(train_loader)\n",
    "images, labels = dataiter.next()\n",
    "images = images.numpy() # convert images to numpy for display\n",
    "images.shape # (number of examples: 20, number of channels: 3, pixel sizes: 32x32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5CS+EMBmgF+fjq9Xrzv486rs9at/4HrOR7fr50WPH+6berJd+KpdzsiuK+fAoqaG8knPP1ipYf2xsAGtHeC7jPovrQRhVafkG9ma4PuCe6Ky9no/lIov1C3nse3m5IT3oy3pz2223xZ8797x0zy1Nxxgu57u+eCr41tm3b9+Lubm+rDfMnl27uq/Q60F2JSyHF27eVtsHXTpWyK97HLrt3jXJoaNHaZn+eAbvVWeuuelV+Md5f9bj5Fvf4iv+tEdOUavieTxBuZBH72pCzgPowbvZQE6RSHL/5uYXThpBcRhi/SMHnpV1wqrbmjW91F0v7P4/ro3j6aWlOM7PzsZx1EQpjQziRd14Ei91RESiBl6ackU6dw7JQED3YGTRMdaalPDinZJwrmOTWDe1gRYSkT3X4FgGBxAPBGNx/Nmfe156cKLXF6903vbjN8dxqYxyrFUG49iGuMYbRjfH8U1774xjL0B5HTr8nLOPN7z2/jieGJmMY34IMs7DGD2wRWhoauVyHD9/CA/VAxvww0WOYhGRfLEYx6kEzml8dBv24Q3F8b03XCH9RpBIyLadrYRjI/0ok2qiwV2oluL42Hwhjv00zl1E5Krdu+N4987tcfz0/oNx/NyzaLx9egDl1t4Y1IdmDQ8I3/3A98VxvYb69td/9efOcSTo5TzXE+fBWbiN4Iep7nBn9FLJLho20rZmjfzlZ79K/3VPcFf7ksX0qAaZDP2I02NbHq3sUzrlObHQ8u4+Ao/aM+cdC/7ZkOhZ8/q+3vz673zygsv4vvtyw/ZIdK2lH53pPu+1PFcb30/RMryz3i8Jex4HP/RTZvuet6OdvMT0Tb0ZHh6U9/zQ20REJEs/HvIPt8YgzU6n03HcpEEIIiLFAvr1ycnxOB7IIX/ll6B8DyYC7KPRQN+UoHw3Scfnd/zwyfB2KxW8bAvppTPX+WyW8hNqb/il7JbJTXEc0fEdOu4WdXYQ+Uw2k8H+6PyqVVwDPo53PvgjfVNv1gu33ILc1Ub00tSgbjYtclRPUNYJHwMbREQ8i7r2vd97dxyXa/hxO0kP2c0QbeBSEblYqXwmjrMZ7CObxj2R9NxH1+wAcr5qOBXH//oZPBN+4hNnpAd9WW8efviROI54oEeE+8N52euj7RFZ3Uvd9f/i7cLwNchQm/Ii0Jf1hvntX/l1/NMjX+isA+4PiKvIY3rg/hjYffsrfc7/uz8+ru2Fcq/jcF7qGneZXutwn85903d8/7sueEz9wgc//WgchyH1EysMrPIo3+UBClxufL2OHsC7kC2bkDukR/BeM19GOxfV8e5ucfpUHG/ettU5jhQNxuNxegH3RYun4/jt91wn64RVtzVqv6AoiqIoiqIoiqIoiqIoitJHvOgjdV/zqxianaI390HTfX+8SCMop/LLcTxPo+9yAxihsHl0JI4rBSwfNLCdpIeRCLy7WhW/DJwtkMxaRGpljNTl0XdSx689jVn6vEy/AiXol6MM/Xo1gp0nh/Hr9ei4+0tpRL+Gn6PjGkwuyeXE+KacfNePtGSszSaud6OO67Qwj19sQhrlksu5v86lExgpkEnTrz8BtrswtxDH5Qr/ao1yrFex/OmTx+N4cX4+jrM0erpccctkegay3PHhjXHsGYxEcI6czqmwgON76HOfiePnDsAmYWgz6kpm0r1N88U89j2CX6JuufF1cXz1njuknwmjSJbaZRTRhczVUW7LZfzUZml4/J5dO51tjQxCCrhxAr/0vfrOV8fxF7/45TgulXAvPn8II+WnpmmkB5Xn9BRGhhTyGG1lrDvE0pPuo+pMj1F0XIF6/fq8ZjuYTvp/IMaaefQU+g9Lo1oaUUd5pWikGP+yT8v0GiGbSXFb7yo0ui0v3cP2/90LKfB7SbG7f+7TPx5VFh6d63fsigfhsqzzMhjAsyoa1SL9x6NBEKeyo846fK86I/Kp/2GJce+RvYgTlrfD2+fYrWe9Rq84Ma3/Z/+bJYJ0PhGPxuHjYLurjn1b7s+xsZ94cK22JOubhO/LxpHW6FIj6IPqNbZIQluQDNCmDOaQr4qISISbLZ9HH8+jYfiOTiRcaeF5eFQrjyji7XC5h6Fbdu4oLcplk92VARWyLvKpjdi6GSNs5mdm4rhUQo7vjPIVd7SOMyq5wdJ5PqfubevlxpvedEMcRzRytvUBWSJI9zpRp+ckHmT2nW/Fc5WxqKeVGvLgchXXeHwUSqds0lWAGZuTbtSrGGSUCFDeUUhDpaLpOEwG+DyTwsht30M9i8StNwHVm/lprH92Ki+XK35AUuISnils8RwWolzA5nA/ioiYFNSKbAP3co/Ofan316utWonVjPbsbLvWM3t2XSm/9ev/rfUP9eee87xB7zxYRdKRFwfB2l4b8fWvkuUd9188grpXm76SEqnX/lZTjj2frWzvfLfXOo5S94J77k/8BI3CJfWq5X657lrd8MBdvpYkwpU0KQ+jMpS3lhTWyQkoS0ayqIfFEvL0M889GcdXbnUdC3JZHEjRoxyN1D/LZ47E8acOLmLfIfK1QX4vRWlck94bVspuPQ4cGwnUk3t3du83LxYdqasoiqIoiqIoiqIoiqIoitJH6EtdRVEURVEURVEURVEURVGUPmJN4+izk0m59t2tyZgimnQhmYO8OVeF9CNfwTLluitVoPkXpFrCu+VmlYYvNyEzKpBGlCZTlcEUtju+CcOYMwmaEI3WLVYg3xYRKRZxIMt5DPlOVjBMe2EGUiQp0c5J/sqvxxM0NHvTVnwxNu6+Q58qYch3lYbtj2W30FIz0u9YG0qt1rq2AUkuajTkvUmj9S1J/ng4u4jIYh7D4b0xSDYiA1lN2MD6PCGIJflsuQo7hWYDw+RPnjwUx0EC+x4ddYfIHzsGWf6enTfFcSZJRvxUpima2OHw6WNx/PSTmI11dhZlXWni3snV3XpTiXBf5GmiQJ4ccGx0XPoZG4ZSbZ9blIEssESTE9YbON/hIRigex0TUz1/CGW6uIhrnKMm6Zab9sTx0iIkexNjkH586au4989OnY3jOZKWzpN9h9cpwKGJZnjqTWeO0VVodlZjxbBq1sUc3C8e1950i/z5p74oIq6VRURdnamhfJskSZ5ddC1WNu3AzMB8X3u9JpGgmDtWd46FHpIutnGQTroXUrLTK6ELbMXAUxewpQNPoOZ3THgb9PjZ93KVlnVSq6K/cScFYdmZK09kiwJnhneuj2xj0MPegO1bbAoTATnWBjRxZNhpvxBGXdfpZcXA0sEw6nGuFEc9Pu88D97H//zLx3psC/fhT7/nHukn/Hby1ySfoOFRkv35aDsSCZqsLHAnExmiJPLsaeQX6TTWGR6GXN4pr5DtHrrLjbk+pMgeprM74dmm2Q4hoAlEeUKYOtkkbN+CSWcb9Pks9YvDZKVmffcRhO0ieLt8HLzMauS165HBwYy8+o7WhM+1OvK5DePI/euU+77+PshO/YAtYUSSBjlKYCCpTyRxnUpVWETVGpDqD6aRN0VNlG8q4En4aDZxD8cahsed46g38CyVSuB4gxSS+0IRE5fxpIF+gOe1RBJ2ZkGAdo8noc1m8cwpIlKt4bjKVZrk2rFBKsjlRJ2sChuLJ+O40CQpO2UiXs09fz+J+jU+jueF1U5UdZ5v9R6MOuT93ba71km4em2nl2VN53K9JuHqW4yIFz8L02SWTibHllz4PHzB+Xe35/FXkY/2yjd6TVzGVj3cH4iIDA9T27WKbfU6jpUmhcMyL/ik63K1Wr3rMh/7k78QEZH/+Mu/1HW9fmKpiHdoBbJC5TozOui2zw22Lgu7349NqksNeidTLKAOpGli4IE0vdcjuwZTxvNdVMG6Im7OaQIcU62C8/CpP8556LsCmvA2RzmSSSM34fd4kedOhJsku4dMCufxmUM49mW6tmxD+u7bVv8+R0fqKoqiKIqiKIqiKIqiKIqi9BH6UldRFEVRFEVRFEVRFEVRFKWPWJP9QjOyMt8eHpxOYYjyEMmBjs5j+PBMiYbw245h7SSlqdMQaZ6ht9rEO+elAPsbHsFs0+ODkMVPDkJPPZQhewh6d206JlYskAXAyWnIb1kVdpyU9wtnMFS6WcQ50aGKodkBA9p3ft6VMWwZw/GW6bzTJHH693/81jj+nR/7hPQjYRRJuV3GWcHFrJJMqtnEBQ9I+tWou0PYlxZQ1wzNXO8FJM1Ko37wzN1NWp6lrQkfEoCIhv3zTx7Nmiv9OHYEM4WfvgrSp13bd2C7tIFqGXV8fBxyuWuvhuyf1ACSCDDsf9MIJGgiIgWLOrhUQF05dxY2A4883J915TxRGEql2JJENMmbI7CoJ02aEdujWVU75Vl7914fx8eO4Rp95O8/Fse5HK7xlbuvjuPtO3bG8Q037Y3j+UVIGGdmISnMF0jC39HkNVmS3EO+szpZew+pPv3TKRdy/iWZi+GGzrIsC4ShO5PpesYznmTbbb/Hkh+yJjn69NNxfPAw6sO2Pdc428rtxL2c7HGhWa7FcbLHbK/OVrwLLyPS2yHD5330kNHxdrlM2UKCP+9U0DlSNv6c9lEhP6SMt7aZkdcj/+MD/xDHhRJmZe9luRBZ9/5w7BGokEOyXImov7fsJxX1mPmZPg9JRk/Vuov9Atkb8D3cw/ohyuA4OA/rbbnQ7Pp56zuqg+w6Q9cgpPOOIref7xestVJt5wzDoxviz7duvzKOMwOQiR4/fiKOfUcaLrJ9EpYN+WXI5bm8e8qQe8TO/euzvJH6zg6JaoNsjdiaar6EPo/tF3jm8kIReU61itwkO4ycpxJh335HR5WihpOlmdy+8Rr9Ko0eGxuWH/iB+0VEpFSGNcXmzVfE8fS5uTheLmBG74G0K8W0VBZDlMewHNqGsJExUffZtn0fktnBDK5yQFZ7fLmbTVfO3yBbMD+CnLXJ1iAebBZKJco3AthGjI+i3w3IuiRfwHUKm7AVERHJpHFOY/QcuGUjW5zMyuVEs0H2ddSulkJcs2IRZWKtaz04Ooz7q5qryoXo1fas1Q6l855la5Vetge9JPK8LsPL8LqdEn6m17H3Oo5+whgjftuS0oZUXtQWSw8Ln05LglIJ914qhfvZaW96XCcur4UF9CeFAtqS0VE8vwcB8km2EhIRmZpCHzkyQpY+Pepmrzqxmnq20vhHXm5mBvki7/v8ebPdWz/xjwfQrx86AGuoBOUw4xthvbRQ7p7Hirj3YEAvPWye7JqWUNb5IuwNyxvRTu0aRd2rkq1qOoX2bz7v1hk/RH2KqL7Ok+Vis0nl3sR262SvVany+yocR4MS8kTCbZsSjpcdWXuSfUPSQ9/VDC8ut9GRuoqiKIqiKIqiKIqiKIqiKH2EvtRVFEVRFEVRFEVRFEVRFEXpI9aklcwmRW7f3YoLZQyVzpPMqtSABK1SwxDjRsWVfkid5B4hSSI8GjpPM93ll0gCmIRkIDQYtl+kodLjFQwLH8sgHki7s19uGMJw54kByI8aSWxr53ZIe5aKGKa9UCL5SxVDsKMGDbsmW4AgDUmSiMjmMZI1CeKJHKQEEx2zvPYlViRs+1NUKrhmEQ1n5yH5IclDkoE7BN3Q7xBNmh3Y1rmu0fD+ND4v12gmaJrpN5uGNHA+j3rZqKGeDWRRT0REzpyB9OPpZ/fF8fZtmLk36WEf87Nn43jbVsgsd+zYhm2ePBXHi0uoK8kpV/6SHsU1yJI85fTsmThuHs5L39OWHzTJuiLyWM6MeGJyVxy/5f7vcDbz2rtfHcez85ByLJVg5VEooG7ccTuWz+dJYkhNxzf2PR7H03PYZhih/kReR9213fX2zsyttLznKJhM95AtF2jpZsfvdUESbWAig7ocUtvosRSbLXHyZCmxzjE2kmSj1R/VqV8aSKLwrtmJe+7E4f1xvGUU7YCIyGiGZmZ1rm7330K5LJJOz8o+CVwnSOrVa0MdWIN1/B4SuV4z+Ho9Zj02jlTOXZcFRF7EUjaWqfWnBLoXhRJkz47lAtkWDOTGaHlX1uvYL1AZRyxfJRkeWwEJfe7IaxvIRxrUXrBNQrPu5lghr0/5ls/VN0AJpwUz1oc97CHc60ESO+vWAbY7cT7vcez9ar/g+b4MDrXajYEB5HCL8+iLiwXITAezyBPHyW7aleKcAAAgAElEQVRBxJ09eojy0lKRLL+aKNNcDrkh26FglnMRvoMbDc6xKA/rUErOTKM+cxEvL6AfcKxmSJ6/PI9jZce1wWFIIjduhn2A7ag3IZ2f7+Na2YilrGhc+9XtJfB9GR5q2XKMDuKZqVSGldf03JfjOJ2CrUI64T4TLFaQWzYi5DSNJsrFGFiABAHfd3RMKVz7Ug12DYmA9u0jbjSxTRGRIEmz0VM5ZhNU9ptgL9Go4/gWFpBP10kxe27xcBx7PrY5OrTJ2bcvqCuTYzvj+OYbIBVuVmDr8Il/hg1Kv5JMo43w6B4c99HWD5EE2OuwyAly+I5z0FoN/UgvOTrbr7DMnOXyvE1eptN+IZlMdv2ul0SebVnY+mU11ghsO9NJpw1NN/rVfkFE4nTTte1ByPkG14GwwzKgSlZ3YYh6x9fP87o/3ywtoQ9ZXkacSaMcOQMNyRKiVCoJMzePPK1Ez4hcP5w6RHL21VhquDm11/Fd93OdncWzoOH7om2/sFL9W88YshU0C+fiOD2Odtinsip3PCMVi+iXuO1IULnPPQeLoUYD5TN5651xHNZQ957816/E8bkTR+J49Jqb47i2CZaJIiJn6XH+7JPfwHbncE7bXvOmOK7QOxzHjrNB+XsRZRqF3M659guW3ocaD9dqPI11UlR3E8HFtTU6UldRFEVRFEVRFEVRFEVRFKWP0Je6iqIoiqIoiqIoiqIoiqIofcSaxEv1KJITbclytY4hxyaCDCSRxZDhMZrJrZByZZ02hOzXklSnyRIROjqPZo6b3IjZETP0WjpNktAazcx8rgwpe6bhSj/GSVY/nIL8liZplSwNiU6SVH9yHAvlkpBEDQRkq2BxbnMlyKRERGwIuVLTYFvlBqQEp5anpd+x1kiz3hqKnkzg2vg+zeLdgOYqoCHvCd+topZm8U4nMXS/VMaw/ApJHIZJdm2obvkkmVimGZtD0gzyLKGlvCtdumr37ji+de/1cZyhupIibeC2rZgZspCHHDNJdiDVkOwhSCNbrbj3zoZxkqokcFzpARrGn+tPmYdDW/7CMhieCfwGuu7vefDBOL71JldyMUwy+j133BbHyQHYqjTquI4JkguGlu07oN145GFYbux7HDGX1Atm5o16yOr5Y5am9ZR6kQyO5d20nVTWnVk9SZYLQveg55O8hFRWuUHILOf7yH4h8D0ZHWyVXyFC2zszDXnnlTsgAX3P//lTcVxYhuRURCQiOXsiRTM0e92tMFjL5kjcaXnH9kB62yz0IiLZV2oFm4Z4HzwTsGP30ENy1vF/YLufq3HO4/L6bbhUIPm5jXrEZFUSuW1tyDYmPdbnvsg6Fgrox4pk9TQ2SrYu1Ac2yJahsOzepxFJ7OsVWJGkacbqZJKsWCh/ssJ5EssWu1sxRJ32C9ROO5YLlOtFlKNFtvdsyesZG0VSaUs/q3SNPWr705kBipE/Toy7/dSZM6fjOJVC7lCrXVjSzOUVhjxLPT6v1ynfaiI+cwbSQxGRc1Oo/5smYSc1OAxbsFoN5Ti5EbYdkcWx7j9wMI6X89jm7XfcEsfbd2x19u2TdQS3MVEPKfZFNKHrAmM8SbZnzU4I8pCpc3hGsBa5//AAyqHWdMurEqLenCWLjMHMzjjOZmB50Wgi303R7OXpREAxZLULS9h+mEAdz6SwTRGRRhXbKhbm4/jkEcika9dDhnvjzcjFdux8VRwfO3ogjgOD+jE1AysF6+E4RESs4L4yZHs1MgJri9yAa3/X7xh6vrAZ1I9MEdYSafKB8hOuvVRIs8TXqM2oVPAcwjksxywjZ7k7S6vZUq+XJL5zW7w+5/28ztAQctO1wvYQnfSyrVqNVH+9Yy36a8dOgXKJsEfMlgkiIrOzaMsnJ9H2Z+ldyuIicmm2UODyXZjHc3CK6qmlvCCk5Wfn0I6IiBw7BauaTSU8X4+Mop/isouoz5Me6UYvu5FOuO/l5diaopvlCFtA9BOnnsYzbkh2UieoDFLnYD2x647bnfWzZPlTp3zZkG1Ohp5Zq7NowwZL6AdDyj/LTRRimEAfmq9gmeGqW9Cmhv+XC8idvSZZvdZQRkWyUGiQnZ9ncA4psokiR1ZZJotaEZEanfcA2eVctxntMteOgdTFPVddXk9jiqIoiqIoiqIoiqIoiqIolzn6UldRFEVRFEVRFEVRFEVRFKWP0Je6iqIoiqIoiqIoiqIoiqIofcSaPHWrjUj2n2n5RAyS/0VA3j78lrhBnroTGweESZEXaJM8V0KyMWka8n4hw8cdQ1ioRh4ltSY8MuohvE3CEJ83G65PSoI8dpNpnEfOwOdiIIXz8Mnvlf0Rs+QPmyS/wgL5mCV9+H6IiGRT2+K4FOF4T+Xh/VRuFKXfsdbGXjpRnbyVyHLEkJvI4ADVrQ5P3WYIX5NGkz0Asd06+aMWi6g3AXmGhQ2uc5Zi8gmso3x3bb3GOY63v+WBON6yGb5CHt0BnpA/HHk5HT8L37TTs/D6XCSvmoC9MzuuQaOBC1epo34MD+Ee833Xz6UfOW/nGVpci/ENE3H8A+Sje9NN8NedOed6Vz9+7Egc3/fm++I4V4OndaOKejIwCq+47Bj8u3fs2B7Hb7rv3jienYXnz8mT8Bh6gSWTz76A5M1luvusWvI5i9jDlLabJG+e0Sw80iYHEYuIBBn4/sxQm7RA+wjpmBqN/vR+siLSaFccL437YWzbrjhuJNC+/PYf/m0cb9sMXzoRkav2oLyvvGpnHFM34bRbbPDos5+Wh+saULH7TrkTK1z6iNbp2Xlz1SJPXHZ47uUW1llnffqf3eTcuE+NLXtQJQ8v9oPle9b11O3wk3W8ZsOunxvyjWtS3rK4AC/Ks+SxesUW+HmnycMrSf1KKnL9wyz5jw2Qrzj710UN5B0LJw7jc6qEpQr6GC+Bej00Sh6NHRXH8R60Pa5bj2vTVxj457J3YC6D9pe94gLylhTj+jOWy7jOPpXx4AD6qUoF/XqhgFwomUY/0KTcZmkJ9aZCHm/j4+hHBwYRi4hsC1CuGybRFxpqQGrkHVgh38NyEX6cO3btieO5ObTF33zsmTjOZNyceGKC9ufk/+SrH3Vvc/uJMKpJodLyDRwbgm/sjivgsxwEKLu5ReQwtTqusYjI4CieT0pV5JMLBXhh1qvYR3GZ8lIf/rpUMx3fXSH/wEhQR6vVWWGGKOewNEdGgg3myVN7ivwYG020ucdPHorjXBb1Y2Qc52l4LgARCUN+8sR9NTgMT91kmutTf3LbbbfJ1772NRFxn5sNzePSHLoyjv0AbY+hNkXEzR8M9RVCnrXcptVq6KfSaWw3Q20dL8Ofc3/AHroirs8te++yVyn3salUqusyTK912ee087g6+/Fu21rJZ3V9Y+NcxiOfdfb/7+WH3Fle/D+XN3su79sHD1a+xnv2oE+Yn0euk6Xnkyw9x/BxHD2KNlBE5NCxYzh2Og8/oPaN6wF56nq2+3jGXp66nXWD6ywvx9ews66JiNgec1msdx794pfjOEMNx9kZlOHoLswBkdq0xVnfo3dwHuV6TYP+pE7vvU4+9XQch3lst1xD3rH5atSl0Y3IG6oleM6PRa6PuqX28FgRHs2jQ+hnBqm/OkUmuT49QdXK6FszAXlR+2g7Gz7aKRGRBk/URe8zn5/BteE5nQbTa3o9G6MjdRVFURRFURRFURRFURRFUfoIfamrKIqiKIqiKIqiKIqiKIrSR6xpfK9nEpJJt6TmQwMYWlwnpc5SBe+Jc1kMs874GDYtIpKmoelpqGrEDzDM3ZIEMOUMW8cQ5TNLiMdIylUqQZq2RPLBTIJFqCKNiGTuZLMQkPRrMk1SuhSGb1foxKeWMRx7sUSWCRHWHUu7MrdkDvuby0NqVaxhOHdiJS1un2CMSOC36oIluwyxqH7DAyi7dBrD1KfPYei9iEi5jHKZJSlYIsB1bjawfr6Aemc8vpYo92QKy3s0Yv7qq66O43e+413OcVy1Z3cch01IzQIf9cNGqGtFkg0cOnMijk/Pwypg4/bNcVxdxrmls+4w/mWSadosZI05um7VqnvdLhdedfudcXzFrp1x7JN858CRQ8IsTUOSmCGZ6uwpyJs/++nPxvFV10MC+d3v/v443rgRNhuve91r47hJsp4P/NEH43g5jzZBRMTzyFqBpbdO00bSIUH7uXUEEtydk5AU5kiGmCLZUSrhSg0N7W+kjnhfEdKPqkcy2qrbXvcLhWJZvvjI4yIicuwkZDgzcyiLcgX3a7mMa/H4vuedbe3eifJ+70/9UBwPZ9Bu22Z36wxHIExtHku1PI4dew1XosWCP3bt6NV5d+8pRTzLx9pdZibWlRfyclxnox7ytcuBMsuK2TqAlonyXMK9JXXW+YrW8Rq0DO67bMaVFZ/nsccejePhFNqCsdGROJ6c2OCskyQZWYL6OKH6mEljf2EZx+STRcMo9TGFGnKe8vIMbd89btvLUkbYzgLnHUb9KY02xsSSYZaKcsz5RTLF7b5rOVGvoy3O0jXPUl47P7cYxx7ZMpkA+6gIyaTJhSeM8PnAEOSKuQHUIRGRPMn2lwuUa5DEdfMWyCtZcppIUr9BbcmV47Cvmqdcef9+WH6IiIS0ra3bkA+xVYVrXdSf7VAUNaRaa+Ul5RrOeXHpaBxXmqfiuEEWLeMjrhVYhe7JsELS5TLKIgpg7WUi3KvNKuXgI6gHM0uQrTr3aUhWIilXll0lSWqCLI6uuhp2Hjt2w84qX8D61RDrjo1j3Tqdd4PKfWwI1nUiIraJPrlQxD1iKOfyOuwH+pXzEnHum4MU2ohED6sua3v3U0lqP9gCodt+W9ul60rP8gMDaLd62Rl8q6zGMqHXsa4En0f/2iz0Jmq332wpxTFbbfB1ZVsFEZFkkvoayqU5Xl5G+8HXtUrPFQP0zJ8IsAzvj+PxMfRZIiILi7jPN4yOxbHpYc/D59qkHMg69lDd603nNeDrw+v0vIZdrBj6idQo2ttmHWU4vAnteTKLMjhxDM9eIiIJwToJshptsDXKIqwcEnQdC1PY1twS+gm2Dtl55VVxfOyxr2KZZWxTRMRQv3T0uafieO9db5BujFOX4VNfVAnR56aT6B8N3RtjnvveJqJ3TifIFcJQ/0+OolKpXZyFZn/XNEVRFEVRFEVRFEVRFEVRlFcY+lJXURRFURRFURRFURRFURSlj1iT/YLvBzKWa0n8aNI6KS3DOqBJUsKBEQxR9iNXiswyKy8k2TC9Z86TNHi+SLNwGpLXn31VHN++A8P5X3PLjXH8x1/5fBw/dwpSbBGR4gQNsbc4jpHNkAzVQ5rtkeT/x2cx/P/wOVyDhMGw66smIFMbyGCouojITB6SqKlFyOXn6Hpm/f6UJTKe8SSdal3PhSVUnEqZZ2bHsPhiAeffqLtV9Jorb4rjFNkNLC6hrr35nW+L4xMnIak+fhyzZVarGNo+SDYY99x1dxzfdftdcTw65Eo/WC4akKWHpZmnE0mcU6ECycHUEmb6TY5ALrdlB80Y6VhwuL+9LBTJTmQIcqcgjeXCiIfuPyT9hxGv3TylaRbdu++8I44DksSkyRblu956v7Olz/4rzv8P//yv4/gNr4GFwnPHMBPzFM14+ZZ3Q3Y/QTOGB9ei7g3lIIf+6pceQfwIZCAiIp5H1gokTY1oNlqP2sWdo2gvXrv32jgez5CsOoH7Y4lsX0pV2M+IiDSoXuZI4rGB4mmSJDW9/pyl1Tciw37r2m4fw0ykQYjrfbiKa3zvXbfE8eIMZkMVEaFbSxJURtU6zRJM93U6gGzRT6KsKyRhbtDnSZpBN0lSar9DUszSrYAnEqdZiFke5sgIqRg9R4vJe3A0ms6+HZsQXom2tYKqsy8JQ9z/fMn4utabi9ILd7bs7rMkS+RKl+N9kGXC5OTGOJ6eQq4wR7YuhSr6vfllLCMispFsWnbt3B7HoxNox8bJ1uXE85hdulqHlLJW5ZmwUd/LtEzKI52/iKTJjoFrc7NOtkCWZZKuFUG/0LJfaJUxyzDZSqFMeY4hu5ywow6wfHUwRTMt0/X3PNSnhQWSuCaRc2azyF0zWexvcAh9VkAS67Dj0ifJkmNAkBst0/4G0si1y2X0NQtltKGFEvK4rVsh37zpphvieH4GuZCISD6PtnKIZr3ODZLlDfedUX/WG5FIxLau2/Qc7rsG3VPL1MSEddynlZLbP1TJcqGwyHUKdShK4L4dGUYdmj+Ba5w0vAzqSiGPa1wtor0ZG3Nz89DD+kECx7R99xVxzOX7yNeQm992B+rE6+6ExdZSEfLZZbogCd99lsovUS5I9kiUHokf9L/9grVWms1WeXDdN6a7xVOvuPP/tVolrMYCYTXrruW7bsusZvnVWin02u5q9rHesdbG5cTvXiw1/kV6rlwka4N0Gs9WIiKzs7CnWiI5fDaL+25+AblIg6yI+FqODCM/H8iRbQwtz3YGbPsgIjJGlgspyqUb1Vr3dRyrCRxHg/JorstsQ7JSHfB6WCs498j5uE+r0sA2PH+G9D4sR30x98TFvPv8maW+wUZkF0Q5UGBpu6N4+AobKE9Kp6U0j75rPoM6WZpDDnK2/qRzHJaedaoL6FumKL+enEedbpLlz/Sx/XG8PI13SUmydJzceV0cD41vdfYd0bXaMQSrowY7kpL9YmAuzr5GR+oqiqIoiqIoiqIoiqIoiqL0EfpSV1EURVEURVEURVEURVEUpY9Yk/1Co1qX0wfPtP4JaYbMYQwTHqaZSysR5FfSdN8fRyQHXpghuf0ShmDn5yBFqoYY4jwwcXMcPwAVmORnIQ979QbYL/i3Q2L7mw9jKLeIyOAwhnkPJ7vLc5YqGC6+TOrB509giPliHsOm92yFvHF0ADKhqEPSfJZm5itV8N2QwUltz0Iq8VjXo1v/GJOQwG/NZOwncAHTJA1Mk8xvwyCGpt/16tc427rpxluxThrrTM3gWj6+D0Pu3/ja++L4oTpk+AcPYtblO2+G3Ou+170pjlMkaQwbrsyPy7JUQ52aOgEZ//jEpjj+8qNfwTLHz2AfE7hf5ksY9j+Ug4Qy1TEbbXIQ/8+WcD0NyzxJ2vqeX/hRERH55Af/UfoFY4wk2lLVDTTr6fgY7qfAok1JU5xLutfrEM2wfeQYZBNve+t3xPHP/Px/wr4TKPd0mmTxJK+3Q5BDRihm2Xsd5BePfO1r7klZlqzzLKtoO3ZsnYzj19+IbW3N4JhKS2fjODMI2VKliXipQLOQi0iJNB5zJJetkX0At8km6k+dUKNek+mTrTKOPLTnmzdAij68Ae3zww+jjEzTlUNv3QR52JmzM3GcHMa9WaKZ3DfS51myhmHJqglQB9g+JEHWHEGHnCtF9TGZQuwHWGd2HnI5lpylU4gzSbYCwPYNz5btuVLFJkk8ef5fut3EmH6VQHfHsUnhWb7JFiM0ja7LtP7Hcp5Hy9EyVlhaheWbdVzLBtl8cIE1hD7nWZirbjkUaYrdM+fQL23bCpuf+9/47XE8sQltz9kz6KMOPXMwjgcmIHkc2Qp7iKbvthce9Y8e2yyw1t/rYe3RR0RRJNV2e5ohGZ5TI0KUV9joLi0VEcnQzPGHDxygbaF+sKzx6WchB7zhVtiQ3Xgj5O5R1F0mXauh3e9UJ9eo3qWovckN4vjqdB78uZ3CPhYpJ0vQo8bEJNrfsY4ZzQez3dvNXBY5MdeUZrM/7ckazYZMTZ8WEZFcDv1MnaTD+SVc41IBZ73rLuS9IiJjI7iGT3wTuW9kcc0HBtE3jY/hHl6eORrHe65FvVkkWXVuEGWyazdPB+7Ozj04viOOrYdj3LYLny/NoU16zbfhvHddhX0PDuN8MoMo9yHKuZ56EveHiEidLCh86sP43qnXStLvGGMk2c5vw9BzPu8WO1ZMK9gvsAR9JcuGXsf0crJWawQ+t4vBmO55e78R2y9QvxPQvfLoo4/G8fIyWe1QvyQisjAPqXqlgv6I+xe2FuPn1/l5eudRxHufwQHcv3x8Gzcix3iBzQGVRTKRpI/JWqGOsg/p+JrU9fL+uKy5b+nsq/lYAjrXGr0L4GXO26NF9uIk9ZeaSshWEtSm0DImYstI93oNkTXkUAZ90fwSrBJqFteuFNG7vxJbtyIfaZJl3SI97gYpvD+Kmu71TpIfz0AOy5UqKOvDh5Er+2Qne3r/M3F87vATccx52/wSzntsi/sMzi411+7dE8f8vCCG3jFcpCWZjtRVFEVRFEVRFEVRFEVRFEXpI/SlrqIoiqIoiqIoiqIoiqIoSh+xJvuFqBlKebE1LN+MQV6ToqHVdXpNXCHVgwkx5FpEpDyFoda10+RpsIxh11LHeOX0BGTX330FZMn37Todx3tvvSaOxzOYyfGBTVg+MebOmvr4PGS1DZqhz5mZOIREPkWyyZE0zXBOMuZCDbICPjVTcuVKTK0AWcLkEAa1bxof6rZ4XxEEGdk02bLDGBrHdSpVEacEMqu9OzHT4g3XYlZcEZHNE5BjsGz93GmUY0BTJP7XX/kvcfza190Vx9s3QTOfX0CdW5pDgbFMzXbIJlimnEri2Ec3Qlr4uU99Jo4nN+HzIs0AXq+RHLOGfSyXIX8xvvvbC++bZzLlpVjm2WjP5l5runKA9Yy1Npa8bNqMsgoCnGWCTtjSDJn7Dx5ytjVAdgz33AmZ6sgI2rDNWyA9jqj++CQrZpVEimZ3z2TRPkxS+QcdthlNkvCM0Kzzt94CS5HbbkJbtW0EbWb+FGwjMiR7XF6CFMpY3A/1DrnQcZJT5su4VkWSezelu2yvn2g2GjJzrtUnlMhpp+FjdtRD1FacnMO1rJGViYjIgWO4H8/RTOzjVMZX79gcxyPXXxnHgTMzNV1LnoGX+hhLkvrloisTrZOEbHgcNhIs+yrVSfZVRXvmGZKo+SjfHM1UnKR6muiwIOIZkZPU7gTpDK3z8sovX3p6SCzpWnoeWVlIh6yV5b8e9RsUO3cX2bIkEriHqyTF9kgWOEgy/yzZsvgdxcDtY43qxNnjkFyfOg2p2eQw5GgbN6Dve+1r0G8uVyG3LNBsxUGH5Y2xVP/p/IRn9HWkrP3Z3hgx8X3I9yOfm0f1ydL9v7wEyxQRka1bYIvx+NdhtnXm9FQcV6u45iPj6LO2bN0WxzmSA7L0uFBAXprOpLt+LiJCSkvJkg1UsYC2oFhGG9Uge4lNm3EOi3M4v5lptLlVypWHx1DnRETSCaorlMNUiqi/2SEck59iU5j+wUaR1NsWGJOTyGkTCdw3tZMol0wOZXrrTd/mbOuxx74Qx+k0ymV4BPVjcnIHLYO2P0vXrxGh7R8epfpE+U06hbILAvK+E5HB8e3YFhXjCNmQDQyi/l+xm/KsJM67WkNf2whxDRbJrq5WdfNx20RdsdT2DA2hHUt0d9frK4wxF7Q76GW50GkdwP8nOnLV1RzHi4VjRUafRz1sFlZjD8FWAE67vMK+V/N5v2KMkUTbPs5Qbnr2DPr/UyfwjME2SXNnYffW3hoWo6QjX0JuMD4+3mVpEdtAX8F57dIy7t90Bu1TRH0n56IiIgmyE2s0utsecFvAdYLNxNhmgZfhe4JtiDrhPpbXr9fpnM6v36fVKpHE9aLqI5ZOKKLXWwOBa4s0OogyNYK+PKQcskbPMDWyPB1IoZyn8+h/cmQt5+XQzoc+nk3KdTe3qTSpTfGpH8ygL1tYQP+TsDipIXrmKVGePj5M7+gi1Pb5GTybi7i2eoefeQ5fkN1bk+wXzEVadfRnJq0oiqIoiqIoiqIoiqIoivIKRV/qKoqiKIqiKIqiKIqiKIqi9BFrsl+QQMScH+WcwlDpegVDhkMaaz+Yw3DldMKdgdIMYXh2c4TGpJOkPrTY7sZtGCq9NQP5YDOFmZlTDUiMk0lIgUZTN8Xx9918t3McY8cg1f7y1OE4XiTpo08zXQ9l8PnWcUjk6yGGhS9UcW75E5D9WuNebt9inTGftMIBhpXPNiA5+PE/hHT8D38c8rz1TmRFSm1Nn01BypWg2d+3jWyN43vvek0cjw+5th0ezbSez0Pe97GP/F0c73vi6TgeGcT+nnrsG3F8++2QlL7rbQ/EcS6DOsvyiY75rB0ZhUd1NkFD/2emIRd75iBmTvRSJLumKuFK3lm+4O47CjEsn9VHjlzJxz4ybZuQflLUGzGxbD1JMpsiSeSjCBYGhmQcQ0Pu7NCvuefOOGZbgqmTx/H5MqQSg2OQ1+cGsI9ktvusykISn82bIKW8YjvaIBERnwrg9a+7h2LU902b2L4By9eKe+P42OOYefPZbzwSxxmyhqnUXauNuTrPUkt2OVTNuC5K1J86ocD3ZGK0JVUNiqgT3hAkoJ9/8ngc2xRkYoFxpbyVOiRAX3sC/UTCez6Ok29Cf3LbdbuxP7JMqZDFikdlxHvzaSZXlieLiCwsoG76bJtAEmpx2gHsI8/SapJJj412l/b4vnsNLHXoEemukj6uTSaN/mqB7qOxYUii1jsbJsfkHQ++WURWN3u4I+Xr7BrIZsH6LMNHGfPd5VNNCEiKNTEJq42UT7M704zTPllCJDrKLk3tZpJsawYHIDU78PTjcVzZgj54965dcTw6Chn3BNXfQ1On4rjaMVMvt482YgkwL9SfbQzjeaarNDOTxr3Jlguk/pPps6d4Fdm8DRL5u6h/mDozHccLi8g5R+n+2r4dcvkg4HqK7ecoH2+QDDaXc2X0PsmVuc5nKDdaXETuxfYNOZLOJrO4LmnqI+vUDr3AWorvMc6x/B73YZ/OJp5IJGRyY6tPatIM3QsziAuLKJd3vB056lNPov8REXn0q8/G8dW70GaMDcEaKEczfYfUjkcGZToyjjo0NoZ7vtlAf1QuQa6dG0afKiIyOgb7u5BylwRZs2Qz+Nwz6BeX8izxRsEvLOC5aOYc2r2ZM+49t3Mn8rQ62d/lF9FPvfFNV8VxiuryH/yvh6SfOF//ua/uZcdkI4IAACAASURBVEmwko0Wt0uO3cAqLA3Y9s3ZJm0njLrfm51b5/PoFfeyWehlk8DrNnsca+d2L2crBmNMbAfHOejZs2fi2Kd+g60H/I7Tz5cgny/XcG0T1Of5tD7bJgxS/xCSZUpI2v3sAJapk7UB9zkiIqNkYVeroY1iCzGup5UKvbOiKhHSMyHHvWwZRHrfV9xH8rYS7T6VrbnWO5NXXC3f/x//SERELFnFGb5Hqc6Mh3jXNbJ4ztlWabEs3UjT+50k9Qf1Jbw78SgfGcrCPpUdBtl6jNwaHCtOEdfeIEqgvgZkp8A+PQFZhw2MYN9nqTr4PvVvI8jJCnU3H09a1KfFc7g+SbJ1qEVreyXbjT56zaMoiqIoiqIoiqIoiqIoiqLoS11FURRFURRFURRFURRFUZQ+Ym1jfUMrtj37nD8BOU9mALO/sYI1n8cQ42DQldFv2oTZXDdPQHJcq9alG+UKJDWfzMN+4aoUtvv1w/T5NozNvi4FGVPGQr4mInLfZgydvn0UkreDech2Pvrp/XFsd2Hc9cAQhmZfRbO3LpcgBVgqYPvLy+4Q9JBmns/tQFFkBrHdZoD9nSm7s7P3C5V6WZ452paM02y7aRpWf+suSJcnxlBennV/d7BkhXGMrDOefx5lJCHqUC4DeXXoQUdyxa6dcZzKYbh9uYL6YR09ujs7bECSFJ+mi7ZkjVAoox4cOIpj3X476rs3yDO8YpuWtAV+5+zqjowX37EExZAsIptrSdX8/vJfiGetnZmBrOPEiRNxvGUCZZunerWVZgIXERkeR52ZnZuL42oREo9lktoYQ1JnmqG1YXH/8izky7OQnAdU/ru2wopBROSqq/bE8f3fcV8cT45D1jHIUtgE1b9NkEOOTmKG8eUG9vfUF74Yx8XQLesizR7eqJCsiM5VPMT1CpbvJ6yNpFltyb3KJBMb3whpaDIHiepyAe28bbjtc0SWFXwPGpLIfPIz34zjxTm0He9+5xvjeGQIZeooAUl+HtHsvYPDbl85RP/XyBKmWkHZe4ZkrXSfZ8juJmySdc0SJHFZsnSQwK03niMXI6kifRqSlDt6gbiyPzAGUszeUk/EjvzuBfYLZLlA33lks8Cx73xONgkZmvGbpOwlksJJhGtvxZUIRmSJkCRZ4JataD9edcstcbyVPjcBjukY2QScOnM8jtNpmn267tovODNkk46e69NloGoVERPXBa4TLD1m6SbXrbDmtrGnjkJWP7oRZXHFdvQjIyMkVyT5IM9OzbZRCwvo75JJLG8oUWfJaOcxlgrIOVlOWquhvSqV0IZWq8hBhochj50YwjMCb8d05CQsm26QTUOT2q56g2S7YW9p9XrG9wMZGW7lLywLHh5ELnDTXuQLWzdfHcef/dzvO9uyFv12Po97Ml/AdnPDZPlFZT86gVxpZBT78z3ku1ZQvoMjeO4T4z6PzM/DCm/HbtgSlRvIj0LKlRsh6r8hK7qI+uHZKSzzqY/D+uHjH6XZw0Vkz9WoX297x41xvGkTPj87BRuTQgn93+WAY79An5cpj3vmAD0jicjTj8N658EHfzCOa3R/cb7B7UrE2mfKeXmZgCX8ZJ/C9nEiIg2S2PeSvPtkSzS+AXn/hg3I5RhuY7hdXq2VwmpsGfoLE9sEsjXC+Djk4ntvgk3lzDTe3cxPzbibIll5uYi2YWIUbUO5THZvlB/WLOpjlfq/Bj2zLy/hXc/EJJ6VEySLFxFZWIAdwxD1L/U61yHUg2IJx5RMIedl+yGnD+9Rh0R6251wXeG6fL6Od9o4rGuMJxK0coaIbNg88jpg20OviFxj8Z//ydnUlIdno3D39XGcKKBvqNNzfoOeW4rU52TSyIsmKG+Z2vexOB6iXCiM3Pc2VXqfNnntbXFsk5RX0WN3poH6vf+xL+GLJPbtUV1qUC7PFiYiImEB9rBRFXUxQ3XXNzjvyF7cs1QfveVRFEVRFEVRFEVRFEVRFEVR9KWuoiiKoiiKoiiKoiiKoihKH7HGqdY8EWkNOw5nMSy5Qlr0gTEMRc4MIrYJdyhx6EMaNJmDFYNNYYj96SkM2V44i6H61+zE8hsGIR/IpCEfGuWZ6sj2oLF02DkOnon31DKO99Gv43gf/yZmZr0uuxPnsBHDxZdohtg0Tb+3ha7wRMZ9h75MThPLdH0WaUbJahHbrTZxzfsJK5E0pCXVqpVRV/wUhtXnUjwrJknhk+4MggsLkHw9/PDX47hCMqM0zX6ZoVnli3UswzOFhyRnrZPkohF2t0ZobRfllQx5Rl9ayJDs0plZlKQMzqzh2ElAswfzjOidx+7T+fkjOfqc9te+honA3c56xlorjbYMrFTE/Vui+yGkma9ZXpwvuLLWQbI38Mlqo1mC7CFD1zhNs8M3I6ozVAeqVcj3lpcgO8nnYekQ1V2J37YtkBJtpJntWQKVSkNmzTOlcvUbJLn83ffeG8dTpyGZevToCWHKZZa8siyOZiuu0nULSeLdR1SrNXn2UOvc33D3zfgijXbjwTdDZvaVb0KSOLfgSqPqFVyDaoXKktqFZgP1plJAf9VgCRhdypDsPDyfZdlYxnbI/z2WelGdYNuDkORhvHZEDZcn3detlKmOd0iGWHYWkF1OjX0kyLIhYfqnjXGwgka+h/0C34WG7C467RoMtfvc47NFhi/d44Bm0rVJ6idGyRKGtlNYhqSLZekiIuUK2s3lAiSNA1nkT7eQ/UJ2FHL5508gTzpyDm1JiXIQ7rn4eog4XV+HNJjaNLpsYdhHskTCGJGg3a9GUXfppUd9iyMpNm5S0WziPlyYOR3HQYA+geXrVcpnBgdRppUytVVcEGTPkcuh7+u855Mp7C9JFkCG2hKWTPM5bdwEqwif2guuA7xuZ2JlDGoVfzM1hb5t644r6FjdY+8XrG1Ks96SD/PE26Um7uebb3xLHBdL6FuGO+x5Qso/C3Vc86lp5EpXXksSYyqLgQGUVzoLi6dCAesGHupDOsOl4uYI9QhtQ6kMyXahciyOE2T3FDWxrVodz4Nf+Qrang/9xRfi+OmnUQe8Dju0Eyexv8jigm6Y2IyYpLcHDrv2Df2CtTa+31jqzf18QM8HBw/B0uX9v/x+Z1tzc8hV586eieMGWSg0qT8aGEMevWvHzji+5sor43iEJPizs8iLjxyBNeLJk7DREBE5dQZt3TFarkjt2NgY5cgB6tD3vPW7ET/wPXHsSMRXsFLgtou/c65tj2X6CWuj+HnKE/RNmzZtiuNCEW2Ppd49MO5rovqZqThO1NFOFPJoo2pkdRBRX7iDrPHGRrDvJcqd2SZoaRF5+/w8jk9EpNEkqw/qH5JJtFecExWXkQONjqJOcF7L9iGc+zoWZeLWKV6frYjYvuF8vek3+wWTaj1XmxBtSkDv+3yyYZrlPLGA9kREZNqiHDdOody9EsqkWsG1n8tj+bqHurQ7gxy1eQZt/vLiceyM3nMkmm4/USer2PDk03GcHNkZx+XNsAKNIhyT38S5btx1XRzbSdj9RHQ/BBW0ayIixSXYhWzYATulKlkuhPQs4NlOS7PVoSN1FUVRFEVRFEVRFEVRFEVR+gh9qasoiqIoiqIoiqIoiqIoitJHrMl+wSQDSW5vzTyZSEB6E3oYotwguTLPsDuUhjxMRGSAZrfLlzCc+/QJDLteOIp9ZASSi7teD6n1p/dByjE+AJuETaOQG2WzkDrXxZ1BsVHHsP8ggfM4Q5YNb71/RxzvexKSkqUi3ok3J3EOyQgygc0DkI2kM+7lztMs9EWS6+Zr2Fa5iiHfnt+f7+CNEUmmWnIFL6Jh/CTZrNMw/gYNYfc6LAMWF1Be+/cfimMbYVtJkkMMkIS1RnLqkGYfzJOEtUGzJZZJElarYb8iImk6rGwOEq9CAUPsZxZQH00SQ+kTSZIr0/llyDYiSZLIoGPmTZYfOXYPJK80NAN7om3l4Hu9ZMXrDyNQQTdIQnP2LKQ/PMMqy2bqDVe2MET2Btt37orjBpVvmiwJmmTJ4pEUlXFnVWWbBVz3HTt3OuuwRDadQfs3No7ZfFnJzcfRSw62cdtW7O9GSELMV77s7NuRR5OCLHJmae/PmcSZbG5Abn3Vq0VEZGIzpKXDE7hOjVPoY157y844XsrTzN4iUiM7igrVtRTViWoV16xewzJNslnwWf5HbbgzK3PEVgzu/R45M+piuZDWyaRRn2zUva7w3e9Tu8jy65Vm+eWZsNNJrJNM4Hokkt3vl/WPlfM3huF2VHq0mewd0LEIq+pZ6kxNsrOKszrJ69kmIWLbGFLwLZOksFxz7RdqFfSjmTTKa+PmLdKN2XnkNkePH4/jaq3aZWm3rTIvkKWy5ULY7WNHes/XvJ+wgsnfHUsO6mude8pSzth05euszEyxJQdds8CRFePzDFWuM8vIQUY2QOpoKN0n1x1Hbi0ikiALIJ61vkgWHkm6/0eGIYnkY53cALn28ZOn4rhGbWNnX10tQ75ap/b35GlIGQ+egtR2yxa08f1Efrku//Kp1rPLva+HncLRo7jGpUVYBNzz6p1Yt+DmookAbf+NN0DWWednmwDlFTapPwpR1k2y5Emn0d6wJYbxUCbliiuHTmSQT1VqeC4rFyCTHR4kW7zT6IcPHED8Z3/ytTh+8jms65MNRBS5/dTtt8EC4MZb9sZxSLljQNOaszVIP2GMieXeLO/u7LfP8+lP/3McP/XE4853d73+TXH8jYN4lprciueZegNlOpFFPf3MBz4YxzdeA9vD9/7Ue+P4s5/71zh+ZN834/jclCvNvuOue+J4cAIWZX4Fz/C33XN3HE+fwXPVB//qr+L4yDHYfPzoj/5wHA9Q3t2zP++gX20WemGtSLNdXxpVtLFshcPP4ClqL7Z15AuZDMplNI/yqpLdk9CzRJ6e2SvUvqfoeTeXQ92am4UtSLWK3KPR0VcI1flyBcduDdsT4jyyA9gHt3W8j8WFBWyHOuStV8A2QkSk2ex+7/WyZThvx9Q/T+CtHCZov6fzKXdICj1rL+PZtzCNNr9q3ZyRn4eiPOpAMoMyqXNdrKDONEsoq/kS8oBUhayoCug/LG0nYV37BT9AudWe+0ocj+zG8dZ2XIN90/tCn/Jgn/I4P438J0l2EsvU74mIzJ9FuzWx/So6KKoVZNV1sUZ2/fmWUFEURVEURVEURVEURVEU5RWKvtRVFEVRFEVRFEVRFEVRFEXpI9amQTEi50czhzSrbrNGsvY6PmfZgy+QCImIVKoY1rywAEnP0iJJjkli4+UwjPqZsxjmv/8slk/RjKujNLvv8ACG8/tJV/LGM1VvHMPluHYvLBsmRvH5bdfhOB46DhuI+hiWD9IkQ2A5qnGlqVETQ8aLyxgWvpjHMO8wJIl42rWO6BeMiHhteWBA2lSPZs8NQ1yzsElxzR2EniXp8/AwpFyHG5D3jWRIukjVrjmH7T7y1S/hC5JlTW7DsPglGkpfqSIWEcnQkPntWyEBPHL4YBwfO4WZZ0e3oz6mUjR03+8u04xoNnCe8VpEJKTZSwOyb/C87tLMWNfZR4qilhi6dU8sLOL+XVicjeNKBTKO4ycx8+b4COwWRETGSV5jyeZkaBBy+zTJ11lm6tPMrxHrnkl+YS0+HxlBOX/b6+91jmP79u1xnM1hNtWAZhgPabbNiKSDjQbdNywvIgnTZpoVfOMWyG5FRA4fwqzCQrNqhj0sF9wZ2y9uFs5Lge8nZGisJRc7l8dxFyK0tQHJwR/+EiQ4nXg0i7RP92Ymi3bfCl8/rh8or2yGZq9vklSLxFhsmeDevO62jKE2k+rHiWNo/3w+bp+tXkiKRNYemQzOJ9VhN8Jyso985KNxPEx9+/gI5EeZAddmqW8wIsaspYFki4bO38Z5tm18GtI6TSrvOll4VErIhbZvQblEVKYNqmZNsoFodPQT/H/A7QfJArnsD+8/EselIvV3CTof6kS4ynodwkLP8WagL/qoD1oNRkzcTrDVCcu7Q5J68r0pHTYrVtiagWfOxjKcI2y/ApYy+UVYLhTJTmrztp1xnCE7D7bLYBsjEZEySRkX52bpc7KpIonj1BRkhaM0S/2hQwewUZLBHjsJCWW50mEZQs8SNZIDOzOJT+FcD1O7109Ya6Te7gsSAfLYTRO4H08egST++THkOmOjWEZEJOEj56hUyXIhhWs2PQtZcSJAPSDnHalFKOuhIeRGkUX9bYQ4DvHdZ6lSBesv51FGqRRyneIy1vnSl5+K40e+Oh3HR09iOz7ltyHNPi7i5iTf87bviWNuj+tNep6k9vAiJxZfVzTpnkhQu/DQQ1+I4z//0z+P4+UF17bj4HOw9/ipX/jFOD57Arni8hLu+TGyU3nu6X1xfOU2yPOnZ1F2u3djFvl9T8H64dl9rg3E5i3Ii+98DXLmJhXS0Dier8fGJ+N402a0gZ/75Cdw3Muo77/4i++LYz9w5dgske9lccbx5YDxuJ/B/bE4j2sWkSXPNrrGIiJjQ8j30jlYMTTpWcKStVBzE+KDz+2P46Vl1MdUBm1SoUiSfnoWSyTc11UpsrCrkE0lx+NkbbdhAvUmT/U6n0d/x7l3inKjctm1E+BnNrZXa9B5cw4UtZOlfkp/oshKrdbKR50+oI62/dlv4PnpFsfqzX1XNUHPk1WyAitlKDmskxUlPXMmK9T3F/AugKqGeJQvGct2QW5emqbnoQa9+/MEdW7zCOpVVECdmfbxbJSk486kKWch66sTx5509n3uKPrz3dfdhnMawfXgNqjZcPOy1aIjdRVFURRFURRFURRFURRFUfoIfamrKIqiKIqiKIqiKIqiKIrSR6zJfsFGkdQLbXlglYYGs9KObBJ8DxKe5bK7qwbZNJRp2LUMQKrjJTDkvUIy429WMCw+uwGfLx6kmecWadh+CsvYwB0Az44Gy1XsuxzhiwPTONY7rsJw7OvrkCV85jHIUewWGkJ9FbZpM+479HqEa1Kl61EpQw4QWcggmv00dt/BirQl6mwr4Pk0rD6CZKJWwVD4wLjD+D2yK7hm73VxfIBmPt22C3Kg08uQEtkk9nfwMGQgizRr/T2vfzP2nWFpjisTXCY5xuI85EMH9j8Tx3WylNi4ZWccV8k2wCM5QL2O/XmOtNWlQZYeJgupQDrF0iKSmvWl1szGsn+eaTtDkptTZyHjzOzZFcdeh01Jk64FS9BZNlNiLYdlWQaWqVQhs2BJbJLapqEhzOY5OgHpj4jI9h2oJ6MkWWd7Ay6rBs08TGpX8Q3OISJJ4dAQZJgjJJESEYnonBK8PskYDc23mU5CVlWuurK99czS8rJ8/JOfEhFX6sz2GiG1QTMzkH12yuycGZC57aX+LqR2a3wM8kSe0PSpJ57AZhwrCxyfs68O+wW2fgjpGOtUpr//h38Ux8kE6iNL1gK6HgmSJfE9xddJxLVj+OxnP4dDJO19mmcVT/anRdDasT1iEcd+occ6DZLO5guoQwvzsF+oVFC+5NAghmwcLOUQgeeWnQmwXDadohhtlDFe1zidQd5SCWnWX7J+4XZSbIdlCOE7Vi7dpaydjiP9ghXrWAPEn7MU0ZiucSe9ZtHmeGgYbTzv95nnkHekyWahWoIckK1iJrdgNu+rr6GZmEXkwNPY1pHnno7jQh7Sx0oFdaJO+dORI5DwFihH2kj7myWZb7HIknoRz6Ocy8lhsIyfQH2qd3cPWvdYiaTRniE8X0K+m8vi3G5/FeTruRwuQA1NRGtb1J/Nkvx959XIg5sRtfcJPD8lM8gFmmT1xv1GqYTkI5tFXuEn3Xv57DnUtdkp5AzbtsCebIlmMn/iiTNx/PVvwj6rXMdxeDRb+QRZU9x0K/I9EZErrkCdtyHdOz5Z3lA+Hvhrcx5cj7D12gLJfp98ArYWd99zdxwPdVgjsQ3PP//Tx+L465//fBzX6Dn/6htuiOM5qmfbtqOeemRXdsUW1L/77oWtgh+6N206i76mUcSz7wDlsznqQxpUPyYpx37dG74tjj/zcVgxvOsALPH27Nnj7HtwEH0h52DcFjP9asXgGSOp9nNjiuyUCmRTsWUr7NuOHTkcx+cW0O6LiIyMIs8NHG8lshugusVWbtfsvT6Oi0U8By/n6ZmYLv3wEOpsveHavUTUP6Qph02myRaTLPPOnEOuXyNLPraB4DowMoy2LsjgeUhEpEjHm80g541Ctg/lPM22v++f+hNFTSkXWzYVET2Xphq4XrUy4ulTsELalXJz0Rz1LYtk2xPSg9KWUdyLs8tsaYFrNk7vChcCLDOQRn3bSFYtmVyHHZyHujGXQttWF7SfG8uwk6rNo28OS7gP6gW0fwtPPxTHZw/jWW/xHO4hEZGoci6Ojz77cBxfcfMb4zg7DPuqav3inrt1pK6iKIqiKIqiKIqiKIqiKEofoS91FUVRFEVRFEVRFEVRFEVR+gh9qasoiqIoiqIoyv/P3ntHTXadZb7vPqdO5S/193XO6lZLauVky7JkyQZjsI0jJkcbFjMDy8O6DDMDl1njO8AY7gXWHWNmXTADjBPYJBvLNmCckIysbOVWq3Pu/nKoeMK+f1T1eZ59VNXqbrXUX7Xe31pSv1/VyXufd+9zaj/PVhRFURRFUQaIczMWihPx6h1vjIS8Tr0KvDByZXhWNBrYfMtk3h8n+NvPIfawKQlhtSOGvPqSUfhkJOTrZDbCu2lh1ykc9hz8PYzPvqMilTL8PXJkB9gk6xO/jIOqHsX5jazA/q7eju2cbMDDJzE41gJ5GoqIJOSN12wf73mMQY68SZJBNdU1InGnjNmL0RjESYzrd/wovFK3XOZ6gy424LkUDKHe7LgZXkntNpZpkW9lma6/F8H7Zu8BeJ8MPQkf6I1b4ZncyhiZHd4DP7B11ZVpPEv+Q6vWwh8lV4T/S7OFcy34qHT5Inlekl9WPufeOwXyiPbJk9fxoEvYu1gGECO269+YWJzjiVPwslmswRfJC+AZmSMfUBGRPPkOR+QDubQETx32UgoC3H9sGxmTHyr7GfLyFfItGx5x664lb0RLxlH8eUTG2S3yEmqQP6HzWxx5EpXIU3kks28mMeSja1E5KlV4mA2PwKusfmRwPHWNwT3RaKB82Ze5Xocf1g+8961pHIWub3arjb9j8soqkd8o38vfeeyxNH7yicfT+G8+85dpTLdrptzJ8zhwb1j21AzJkyvxcE7HjqH9YG9ln9qSsI06FJEPJhtWxhnPOI+8dw0lklYL22IfMS/kevoqpU8zzfk5jnAP8rVst+A9dmQJuS6mHFgl/ziP83wm0ZeHUA/WrUYbNUT3ufXQlhSqaPuqVKbh4lwamwj3BPusJcY9af47OQt/WcdTesA4fRaGczp9z/6MfJ5Zf0ZeLiT/QF6Oc8/DjzycxnnO/cPw/1uYgY/gnkexfJ1sLW++4UbnOG687vo0vuOuO9P4oQceSOMnn4TXbp38CU9OTdEJoW49Q76WlnyZvcB9BEmS3r6W3J8JY9RBe46PMMsF44kUq53zG53AfTd5DL57cYRnmLCN547AfYSR6Vm0z2GCL4tFek6K6TrR9a/R/B3sn56jNmhoCNuJqZ++MOvW30phcxpfvhU5angIfZEv/tPn0/hb96PfXSPT8HVr4Nn5utfvSGP2zd2x052vgOeTSCJqF4/SNbQ4V8k+jw4grRqeSR750j+l8XU33pTGr7/z9Wk8S767IiIrV+P59VOf+FQab3zXe9J4aQGeq4/fd38ar6P+9uMPfSuNt26Cd/bWy+HVfd31N6fxlVfBV1VEpEyeujx/gEdlxD7anFu533TjlZhjpTaNc32Y5rtZuw7PdCIiBZpDgOdgcJxiqZ3q57W77DHoyxmLXDBE9+aKFbinApon4Ts0J4SIyPwS5h9ZtQpzDPF14nlG+JoVyNs/oHwTxVyqKFPuJ/mZ9yc16t/Pz+PejigfNkPqx0Q8hw/2wf663D43WmhneD6V7gbScNU48tUQzQmV0DOi6T6nnclTf7lhEyutdue8TYLrmKdrNzaKdxzTEa5jbti9T4aoHOwccspIi57Vab6bAk0qNEf3/kqa68ojb96cxb5XrUCd9MvuHB9zB/HeJr+AvkrUwPHWd6PN2TNJbSvNhXTwkQexD4Nzy9H7qVUJPWOJiLca7byfoE89xvOYsNd7PtPQnyUDmqEURVEURVEURVEURVEURVFenehLXUVRFEVRFEVRFEVRFEVRlAHi3LRL1ogNO6t4AjmQaUIWY3MYTh0mGL5uMrIFE2MYeo7EDmw9wGrCIGBZBoZmL5FcuUhSgKEFHMfcEcgFPJIuiogstDCkOp7Gvkfp/HaMYkj9nhpkHXuffCKNqzM42PFtGPLdoKH9SZG8JURkKcR5t9oY0m49FEslT/YN5AkBUd0gYMST4HSYUixAJuiTTcLevfvSeGQCch4RkcOnYM1wePpAGi8ZlMuiYMh8fhhlmiuyhJWkPW2U73wMaUB4AnUjCl2pWY0ks1OzsFwISZ6aL6McmzFktXmy1CiTlm6ojDhP8peM6kQ8kiZYktJHJIe1JGE5fX/Zfrrg5YiRNAHEVGnaJLfK0XUskdTQ2qzEhSwN2iwfxoVlSwuhHNQmOSjbOvhkxZCvIFdUY0ibxyYmnKPIk8wiYbkx5UaWWccJ5QeyC2mRRLtAskND5xm23fpqDOoT1xmWuI2NQUY0OgG59tEjz8ugUC6X5aabOnLiiK5Znsq3SOX4jW98OY0tSYxE3DJy7DZIJpSQlG3fHuStXU+hbZieRLa+5mpID9dvhBTw2V3PpvHCAqQ52fNotRHXyS3CkKQ2aqN+eAG1K7QdE3OuAEHO7RIEbHtEdagdc5uN5T0P273UOB/pHF9bR3pP8j22vOB6JpTHytRviSKSAlJ7U8pnyw739qrV6BtVKmh3T51CXdt3AG3rfGMpjRdrJFsmW4YCSefzZVcqlitSvjkLa4VBkiUyRoz43XuGz8EpR16elsnK7blLIAAAIABJREFUSftZU7A8eX4O5VUn+emWzVvSOKI2ji/r6nHI/3btRVl/8Yv3OMfx5FOwVrj77jem8Rve/D3Y1ibs7557sH7tEGxgKkM4bitk1UH1OjFuzrWG+zZsMyQ9sd5g1pvEWql3rXvqpNIcHcYzQovspcI2rl+5DMmriIi3hi2b8Pm+vWi3jSCPX3sN+igFkniWyKZqbp7s4KgcmvQ8k89Y2VXL69KY6z/nt//9p1/Ddsl67Jab0RZ+93ddm8avux3xCer7JwbPdCIiU9OQ0o6P4RoOV3GtGiFy0tXXyMBzdP/+NH78UVg/rb0F13USDj5SI9spEZGZGeT1n/u5n03jkPoPj3/1K/j8ni+m8S1jkO0/c9+9afw3j0Oqf+v7fiiN3/UzH8BxNNx7dnERZZlQv4Ibzza1eVyfqlW0ZQG1RzeQpcwUXYQwcvPNsePH0rhM1jZDZKOWZzu2AbUJMmLE61oAJGFv64EcXb9SCc80mzfDVkVEZBf1VWtLqFPbtm9L46DPNevXzvPnCVmM8bNOu521R8N3IeWbyLGppO3Scfh92lc+1hz1hZdq6A+JiOTpO+4j92vD0xw6SM2V54tX7twHSQvnH1IeLY/hGXc/WbLMtKjPKCJjFmU3Usc7lkIb67htBhrFIr1TbK5FP3aC7FnLi7DZMRbr1uqudWBrCe+JhkLU0WF6rjr44H1pvG8MddpWYFdTmj9E5wDLpAbdD2NFt9PSbqPwV0ygjQrbuLZNeicRe651xNmiI3UVRVEURVEURVEURVEURVEGCH2pqyiKoiiKoiiKoiiKoiiKMkCcm/2C8UT8jtzBxiRBbZCU09DMtDRc3sYZOTAPi69A9pMbRsySWc8jCWoT273ebk3jmSXMBjoZQGK06koMafar7nEsLdDwbJITxR6OI6jR8G+aIb00jKHgpLqWvY8dSOP2P2K498g6mulPRMpXYB8ba5CLNEZIj2UwNHtFCdd5kOwXjBjxujO1JwlkNJ6hsiDp8yxJqWbmYG0gIjJD5TW7hLgRUjkGNOsk7aKdJykyzahYFJR7Q1CHak2UQ2Bc247SKOQ5c3XIh6YXUN6mgt9MEg/7LpMNRJHl0T7KOjFUV0xmhmi6dyzJ9Vmuy24nUSr1HTTpUOd4WaZaJAsDd7bx/jPUttuocyHJh4MyrrH1sU7Eqk+yQgkoHxVI9plbQrl5JBeSzHEEAckpSNIY8syg0nv277OZGX16imaAdVVmUipCptYgKY1H580z1malwYNCrV6Th7szkzpyHmp/PCq72WmyOshI61pNKkuSTeVohtKIrn+D5I0LNMMry0xrLRzTwiLyyxLNZN1o0H7FlY3R7sSQJvktb7o9jU8chzRolmaBFpLE15eQ8xYWcBxx6MrGWXo7SdLvEkn4F1s4KGPd9nWQOC2XO5vZrllFaIzNfNcnz5K0ytJszzYm6wy6/HwcLGfkPghLEgPPbSfKI5Dbb9oECeXqNZDMPfLI42m853nItVuWcia12XnKCyWyfil5kGuKiJRy+Nu5X+JMYroU6La7QR7tSc5nixssyvL1FypRqU7QPc92GYcPH07jlWTvk7B1DHcJeDvU3r3mRsjaWdosIjJJ/a+/+NTH0/iGW29L4zd/71vTeJbyx649OL6ZReRD32MZLFuNufmC7xw/QV073X/sxFhmUG07JPEkbnXaheeehnzzmis2pnGQx7nt34/rumULrApERGKyA7KCtqNEbfv8PNqB+VlIVdetwbYs3ee1GsrOkVJTA1TIWNmx9VhMdmNNso37mR/+/jT++Gf/MY3f8jbYfFy5A3krjlC3xkdgD9WI3GepKEb7Ob+IazVcHU/jIYPtlipuvhpEQsqr1csxY3tMUmIvj3so57l2GfUaru0TTzyN7bZwLfftei6NV1+DnFGjtqa0iLq1rol1x6kdZAsDI6SbFpGFWTy7HTsOqwTu97Ra9C6BsgTbJHCOyedRN7dswTuCyVPkRyEi7RD5ePUqyKtZet+m/jZbdw0URiSX69SFNllWss3f8MiaND56FFYnmzZtcjY1PIyXHQ8++EAaP/fcrjTetm17GvMzW9THRo5xLL8o32StL9oxPQc5dnbUJlDz4pMtg+f0qbEQP1vxsXI/WESkROfE9bFB9d+ndaLuMx7va7ljJZFm0rk/bBv36OQh5ITpXY+mcYuKoNRy2+Vawh5tuMYLkWuPcJocWQSupuf3XAPvg8ZLsIAZGUOdjOg92XzNtZxZovIdaWH9okf2EB7WqZxCW3mU8mdBsJ0gwXN3MyI710yeyyHVyMzxPWl8+CSex8e33pLGQyvd++5s0ZG6iqIoiqIoiqIoiqIoiqIoA4S+1FUURVEURVEURVEURVEURRkgzs1+wVqxp4e8OzpQGiLfQDwyhBneoror5/VzNDyblGO5BEOWPZJQFAK8f/ZpxtzDD2EYtIlJMmExhL9OsxvKlDuE3/MwO2qehu2HJM+/5xnMau5bSAZsiWaRpVlr/QrkHt62y3BMgXu5vWlcq2NHMQy9XIbcbmgUErtGwLM/PiADRVczxzPMs1QsDiFbyFFV4dlNRUQKCyjLGsmUWSoRUH2MQ5qRmiQXHsv2LGlePezcmb0yo6jduhllPL5iJfaRQz0tlEiun8Mx+cLXgKS3CUkUSRFp2+7OY5LPRCQrjx1pB+Jc0NluFA2a/ULnHBKS0S+RZL3uzA6Na5o9T1b8soTHksSY5Z35gG0IeAZKslygOhrkSIZoIaWIE/c3M0s2GiGVdZtmcaXq49gHsIVEk2wBGg3cN1NTkJZdtROzdoqIHD+O6Z4feOChNI6o7tdIOlToI41a7rTbbTlypCO/nCHrgaEhyPQqVeQQFgmFrczsuk1XlnyayOttkVGpoj1gNVirhe0cPAyp7a7nD2Ahmh223SKdjohUSGJoDCpeu4F74eghtFG//eH/iuWpjp84hhnNn3p6bxp/7M//Lo1nF9xZfpdCyIl4dvRiHue9fiXOe2wU7eDRPU/IIHEuM1u7y9q+39kE93xtEffa9BSu6/Q0yjFHtk/5IiTC05OQxCcx6keZZtidGIPUWETkTXfemcY33nBVGu/aC6nt7sPPpPHqzZA3s+UCwz0Yw3YBWbsW01tu7y7Se6bowcKkx96kXMznnPPZLqm/nDRxZnXHPcUztvNM8atXw/4rJEsO3g5bFEUkPfSoUWQ7GhGRdasgU2+31qXxP3z5njTeQDOi33nHHWl83333p/GjT8Dag+2ReG/GuvXGqQd0rYzg3qmQzcXYKCSUg5RtjBgJTKdvsXIF+vjWUttEfYF1G69I46eehnRTROSuu16bxgePQS6aKyB/XL4d5fXtb38rjU+eQnt0yy2w8AlIZl4sIuZnk6VFt62I2yijZgv2Qx7N4r24BAufD3wAFh7X3gzpd9hCHY8irBvHqBuFvGv9UPQqtBzuw2Yb+wsT5M1CxbWwGETqZHcxTFY7LHdvUz8uyLv2C2MVrMOVrVhCHbzmu96C/b3urjQ+OoP2KD+FeJj6kyM70ef85r3/ksb3348cISKy88qdabx2PexHZmZQdj7lMbZG4Jybo2c3thULctQnOYo+kIjI0BDqzfw86t3nv4Bct307rATuuhO5bpAwxkjQfYfik7VfqYA25OmnkUGXltA/GRtDv0BEZOVKPO9u2IDyevjhh9P4JNlc3HD99WnM1g1s5cJ2b1y+Mdl2sDWCiEiO1uH2ha0+HVsiam9dazbEbEHHtjM1sioRcZ9Jm3W2XMA+ynQfed1jNTI4/RzPGCnlOtcjCdCWTLE9HD2DeAHZ5gg/N4s0qV2rebheLUMWTfQcPNGgvlGCcthyDO2VLKCti1eSHdw08uLCCdd+YZVBH3kF+SEsLSLXHE2wrSNkxZAfxrvC8hjq6Mwh1LFcCfcWW5iJiERkQVGZO4pjXMSzmDFkD1EhT9dzQEfqKoqiKIqiKIqiKIqiKIqiDBD6UldRFEVRFEVRFEVRFEVRFGWAODf7hcVI5Cvd4c/fg2H7/GrYK2F4eaUMWVHeh4RURCSE0kF4hHxykmY+nMQw+hZLGklePfs8WSPQ7PQ88NlaHGB2FkND0jPLGnsfw6hNG7OJOwqANk4irtNwc1omoVmgF4quZKhAEqfwFGZsXaBiWRQMPU/8AX0HbzAhJctoPCqLeh1D4Tds3JLG5SHI60REZuaeTONWmz0KMLQ9bJPcM6L9ObMm95HPxmwrwnt2JaTbt+AYr99xUxqfmDmWxruPPZbGAc34aEjq3wpx3M0aboQmSeHbLXffEU2RHsUkr0zwuc8S8e4uWm13ZvtBgWWqbEPAspmEZjbl69NZH/HpWUhFRGyb5HwFsmjh6hDxbO397j+WjPZZRFyLEJbUOrOs0mzFhQLyRakESQnPoM7XY3wC0pIgcGfpXVhArjp8BDPbHjqM3MbbHVQW5+fkK/f8jYiIvOM9P5h+fvDAwTROYsiEhqqQ5h3Y/7yzLZ5xuVSCJGeMLHFYrsWOQiWSzgvbaFB+GaqgfEPKX1FGrl4dJll8iAq2MA9p0KkpzMD6yU//VRo3Gyj36ZNTtDw+Dy3ZihTcNoptkm65HjLEHdswM+uNNGP7hnWQ0d7z938vA4Ptbb/AUna22nBWzayX7WNgW5yvSFru2BDQdkkiH9Is3ZZmBrZkx5Fk2ijOXXzsTarXYxNoX9tka9Ui2yLDx8rSRtp3nM2Njs0NYj7XhLb1kd/5pAwkxop0yyNx5HY4zygkiyTKBf3qk4h7nebnYM1VJSsW3hbD1zuhOuCTDYTnWEJk7EOoHm3aCJm6ob5sQP2LxiJmpK4EJHFtU50NkFfYjsIVhIsUSPI6PIo2ecUKSBG30Wzsq8aRi7/8pS/IoDA335TPff5ZERHxfNyP73gb7seEZKclun6XUe4VERHLUnNcs61brk5jQ1L9LVthjbByFSSlM3Mox+ERXFdu+7hvxbZCIiKG+mB5ssiYmUb9vWw79rdqDbZbEBzf9CzqTXUEy+Toecn3qH0VkVoNVkteDsfhUxxGsItoNE/KoHL6fm0s4TrlfJqZna0zSA4ceK7VSbmEa2g5F3n03N1AvbMCifJYG+XFtgfkkiiHT8Lq4OFHvp3GU6dQz0REDlHf7G1vfwcdB7bLzy5sI5HP0fOxR88/1J+q10kinrGa4Zx47333pfFnPvuZNL6O7ANuvP46GUTCsC3HjnX6/dyvEOqT7NuLdymVCtqZccqxIiJDZKt51c6re65z7zdht/HYw4+m8ZU7r+q5PNsv+D7efxh6bvZy7uuqgCw2LT9D+dQGUdPGzdzZPAmz3UPM10zc90Zsn1fle4p3ePq+GBz3BfHFyGj3wH16Pl6ie66VIA8ElINyvvvexlK+DmPcj9bQ5z6u42SA3DZPFjLr6F4uN1A+0Rzyfz3E8vz+TUSkPYF8SK8gZTZE4mo0YR3i0f3RHsN9MD8MW1XP4LmxQjabC577DJ6bQbtbErI3GYZV4o6rYHHze7/77+V8GNC3hIqiKIqiKIqiKIqiKIqiKK9O9KWuoiiKoiiKoiiKoiiKoijKAHFu9gtEYQUkoXkP0qicKfRaXA49POt+0Ia8PKaZe3mMvKHh9paHrZPsbNV6SHsCWr5FMqF6hCHRUdMdRm9Zqs/qRRra79+O80sWcdzhwgKtQPIXmvnPLNG51TPXYIHeqZcxq5+NqViaJJmpZWaYHhSslaQrZWBZYUTlMr+IYfW3XY/h6Is0s6SIyPFTkE3F5NvhG5oxk2RgPutZSXNhPLZZoFk4+8xsL4ZmfBSRf/iXz6dxMUC5/OC73pvG9z60Oo3vf+wraRySpGR2HufXIPV7u83SW1fmFscsCabzMzwbqLNG5/+JK88dFLLi0BQq25gk62xDISIS0oy8bcoLZQNpn02wrQZZX3gkAcv5ZO9CZdImKRp/3qi5M296pL3pN/tq1GIJI3JKkIMMrlIepc8hL0ksjiMr7d16GSSbt77mxjSemUdO4mPP5c67aVg2HN4POVmLyvRUAzLMObJPyOddqU6ziesxSrOsX3El8tPICD6PqB4cP458vm8f2iifGpkKWcss0DFFGVk128zkfJpRl+rEqVnkp89+7qtpbEgS7tNvuD7NSF4uo81eMYZ7QkSkVEQ9+IX3vyeNt2xEbpsYYvnlAOnLzgJLeaVf+nyhir639QBbLrjWMficLaBCkkxbymGOzJ/avYy6VkjFKBH1sTi/tbidIfkquxB5CWsYKWR5oXmhdUUvnOvRw+5i0LDWShR1yoMlmlymTpNFbUC2Xee+0dwczfxO0tRSiXNU7+vXz9aB2zJeJptvuPkcJqntu95+exofOg67sEcf+lYab1qDtmn7FtiyHDiJ8ykV0a7dvPMKZ9+rV8JCaGQU8txqFeddJps1SQa/DsV0H8zMoq0YGYb1xQRZK60ah4WBiIhvcD3abbTnSYzrvGrl2jS+LCYrpxaeYZ55FjLSjRv4mYz6RtRJPXjggHMcV+7Ykcbr1qJ9aFEX/tobkJSaNZxru87aaCxTGUK558iaY2GGxbMiQZ77K2TxQlY1vmBbi4uuBcCgYK1N88Yzzzydfv7sc8+lcSHAtciRZR9bRYmI5Mmm4Y1v+q409qjhyHmII7I9rFE9aJNtF1uJ7d69O42PH4Mt3cYNyAsiIjMkS967b08a33X3G7EPkmDnqR74/I6A8iHn2fk51PGs/cKxY8hLe/dg3zt2IC/xvk+eGEzbjo79wlEREamU0G+cPInz2bH9yjQeX4F8kyu4JjltKuMSWSisGF+ZxlftgM3CM0/AMvHhBx5J4w2b8Uyyds067I/KNyK5fZRJ9X6A+lygNpL7Vtx/4z5Kg9/72N5tcovqeHWY7PlEZIj+ztH94tMzG1vsne7X9bL4Wq4Ym0g+7tT9PL0j2bgWbclQdE0a73vy8TSulNzrVariWSeMUWfqZNG01MR9mvA7NIO26P4Qz1WrqWwrFmUwReUxmekKDS0g14yStVyTqsMcdYBaEVs8wE7mGL1HqC6hjjbI+qOZozZURLjVDlpYvxDgONasGZOXio7UVRRFURRFURRFURRFURRFGSD0pa6iKIqiKIqiKIqiKIqiKMoAcd4a29IBSChGKhhYPEWzai+QfFUWMeO6iIhveBZgmuEwT5/zLKY0K3yuwDpDnMK179qaxkstSAyOLuKYThxxj6M1B9mrYblzmYaP0wysXhX7rqwjSXQFyxcKkKw1MTJbGscwq56ISGs/hpInNFusFFkmR9LMOl1PTCa67Fmarsl9H79fRETu+PHXpp/XDM7n8eOQfjW+ilnTf+zdP+Vs6zXX3JTGswuYzf3kYm9ZDKttPJJo0ASOYhzLBcQsY0oyM9LnaMbhxTmU68njh9K4vghpTzlA+YYR5DxTs5DoJyQhMLQ/Pj4RkVKBZwrF55FleS/ZjHSlE+YsJbLLAyuQl/azxOhtZ9AOXdnDzCwkiSzXKlZwn4Zhb+ksz2RvCr3TpbNvkuDXllz7BZaEuTYkEcWoG4Ui6gwXZ4ssZFhyXSBZ6tAQJC4iIqtI1vq6229L45k55MaHH/4O9tdnZvVBgsvCZ7kxXW/H7ifTHBYLbEXA66OM5uZOpfHSLK7lPMmnmVYLxxTNY5mYpYMZSXGTJGhBDsdeIFnc6BDaonwBx1op4ZzGhiHtWTkBqdzEONquCZplXkRkxRjukVt2QiJnqP22NHN5bAbzd2IrNq3znGP4PvWcPMy2Cu62WOKZxNgW38NRSLYOfK/R/dwi3XIY04y+ZLPSJruWQsH1X6hWUSfaNCNws4Ht8r2Q+L1tIBh2M2Il4dnLCvtMRz2gdOwXOuWROFYd1HclCTOffj+bBBE3//Jyjm0CSQP5+rt1li1XaKZ4qpdeJu+tWrUqjdev3ZDGJ7vyXRGRXU9DUlukKe+3bUaOODKJ/LbnGOTu5RJyzPXXbHf2PUw2C2zPxRJZQ7k4NoPfTpXKkKbOzuM+fYRmjb/zztek8ab17mz0kuC+374d1zNfxP1vyKJhwwbM3D07j/Zrehrt1/ETUxRDOj8zDfkq2w2JiGxcvyaNFxaqFOMZq97EM0/YpjpucKzr16Kv0liEJHdqiSxJ8m6d5XusHULS6+VwjwQB2rkoIa+zAcJaK62uHcC3/vVf0s+feeaZNB6q4tp7lAtyObd9yNHzzYoxPMOvXoNy5Aw9Owe7DM43LZaskxXDsSOoNz51VKtV1+KJc9QczWLPx5tn2ynuR9MyCTsr0PENjyLf2Iw128kTkFQvLqGejpLtDB8fLzNIhGEkJ7uWYD710fg8F+Zxr1XJVqFAdg0iIlbQZ+Dno2GyIrvuhuvTmG0MnnjmqTR+8mnYh5yYQvuwdh3k/R5bbZRca8+EbMm4flnhe56W5z48tScRvYfw6HO/hHjFqCuL37gB7WLYRM5me6RDBw9imW4nMWt1tJzxfE/KQ512o0i2AjlB/yCM0d6soeeZJNM2CFlljiW4Rqt85IKlPOrZbAPtzEIb99zUENq+eeofF6gf2yqhTtczljP1Br17IRuyDdR3XqCXQxEdd1RDW9mso63Me2z9SBYfDddey6e6VaOvhsmCYnTkpVusDuYTmKIoiqIoiqIoiqIoiqIoyqsUfamrKIqiKIqiKIqiKIqiKIoyQJy3/cLCHpKdepCfu7M0k/z1Gtd6YGQdJDZjKyAFTfI0c7SPMcpVGkdfLWD4dpGkpiYgyYBHdggh2Rn47nEkdp7+Ivk7SZ+HA5Jl0Cj8FTSLb4Hej88sYlj3/Ams25jkfYnEPnsDYFuGZtu0NCO15M+7uJYNeZKyJCTu4ZlVw5BmEGy7Q9gPHIWkYaEOqU6Y4DrzAHbPRzkaw9JlDMtPLM+WiWV41mlHOysiJaqDNkF5zU7BBmKBZnWdn4U0YaENWf4KkhvmA8gPWOrr++6MrQFZkcQJzc4Yk+zMw3lXuxKb5wp7ZXAwYtKSxPm2SbLHs9qy1J7lpyIiEcnDFkgWH5NuenQU8rMySY9ydM/FvFmWtZIErJ+tgoiksrnO6l7Pz2OWe5D2rdVkyTVij2Y3HgsgMyuUXIlbdQSJa1MBufHNb/luLGRwHlNTbq4aRPJkp+P3mR23RdKpIO/KzAKaXXeeZIHPPAs7BI9k6jHZDcUx6laugO022ijfHMlx+NfVSuY42KrINzjeoTLO74ff+bo0rlbJhoMk+KU8ck2NZmzNkXyaJbQiItu2YAZ2CdGucZ1P2K7ADu7vxKclpUnWT6EHmRTjwArPOCLJX8izLFM/iVZgixy2ZWBLjoTqFtdfljmKiAQkI+NZoNsRt6lUf+m8E5rt2JCU1bNsO0F2PxknBSdVcjvK35zpIg4IRox40rnObEPCp+z1Oefs6XPOCHgGe7IM4mUStq+gbXG/imXpEbt8GHx++TbI8UVECgX0HZ7fixns55fQJtx0041pfPQwLM0ef/a5NH7yuWfTeEUVdXHbBvT3g0yXttXm3Er9cZL5hjFbUw1uvjlNsUy2YKQWnZ7B9S6RpLTdciW8S2RRsPmyHWmcJxs4obwc083KFghDQ+gjHDyOclyzBuVQKqOird202T0Pso3bfwB2aqdOok8c2d7y9RUrIOllSwiWVZdK9IwUuDLVFrW9jQbqkB+grpQN+nXFgmtPNSgYY6TQ7U+MDpNFgOHnJ+ShBrcJGQs5bne++c2vpvEo9RXZbuDIMdgpvP71r0/j9RtQD7guLtYgUS5QP3p83LUP8Tz0rRYWaX+HD9Ox9raWc63SetvOXL7jCiwfu9cgDHtb2Fy+GfaSM/TMYO2L9w2WI57nSbnSeSZoU50I6fm6VsNzKT+7rGytdrY1vGI0jSsVPGdUyHpAxlCHrr/15jTecNmWNH5+H55HH34M1m9HH4NFC+9rfMKtN6NV2D141IP2KTck3CZTI1mg9oQtSqKEniNpX5dt3SrMNddcncazZO/3NFlKzDlWHZ39JcngWE5FYSSnTnVsePJC70haOK+FedSZ6vptWJfsCTp/Yx0vJruWBbRxhu7NCXp+HaFnjf30EG7yeI6Nc2y1h0a0mHkeaXuo+y2y6YjIlqFJ71sMWdx5ZIHm0bHWLNsIYX8246QwT+8hLdmtTs/D6ujr3/iCvFQGv0ekKIqiKIqiKIqiKIqiKIryKkJf6iqKoiiKoiiKoiiKoiiKogwQ56/n9zATri3TrMk0Y6CXJ5nEysxY5LWQhQYVDHHmmTTbpHQIWT5LGqXER7xnEnL3OIYEZ5FmoWtHrnSJFF5iPJY7NmgpHN/KCobPrynRcOomPl8iGUMyCzlK1HStBCRH1gBlGt5ep2VoZlvxB/8dPEsOWTqTkCSMVMly/BSkWyIiizVIHfyApc8YVl8gG4MCSYuFZrlMaIbcHC3Cdg3O5MuJq5Us5yEPyNOsuk2SV88vkRSpgTph8tjWygnsL2dIXkYVs9XiCiFiSDbA9iNBAfJ7noE93x3q73sDJnftShlY0h1TobTIcsGRUWUkLvzdzDSkDouLLBFh+Q7qT45kINZnawWWTNMMw5SnksxMpw2adZ4ltSx1arAVQx3Ls71E3GcGVUP5gbffAcdVqUK2t+MKyDVzOcinHnn4iTR+8rH7e+5vucNyOr4eeZoRtUny9UbDlQzFjrQPn4fzlMdtb7m8o4xuoXwDkjYH1I4NkVXE6IgrDR0eRbkMDyMeGXEtNk7zA9/32jTm3Ma2HfM0I7lPOa9acbdZpBxrKDGzCjHwetuPDBLWoj3ic+hnxeCeZ3YZzhNkuUD3eezkKGr72IqBNuuRlstLSOJFDi9x280LEdW7rOw0PSaWstIMx460n2Lr2C/0OoMef/eRyL5wrcHktDUAl4WlOmGpIB153hlOn2WaXAf5+rNsNGGxKNv2UH9kdAQWQ+vW0uzdGYurw0dhpzA7h1nJW9RnCkNs9/k9+9P4QZLRXn/tzjTeun52PgwNAAAgAElEQVQdjqOM/tILurT8geEkSteQHlsci6wBxXi4lvki4muvh6x9kWTpjzwIawQRkTd/D6x3GjX0b+IWrl91CPYGMdniTYxBwjxF9nB+Hn2PKrUzQ0X0MZdmXSu7p55Gf5f7EmGM/fFs4kNDqAeej9w1PYs6lycLpLUb1qbxAj1jicBiTESkHeHYjWFpLNq5OM7Mzj4gTE5OyR9/7E9EROQL93w5/Zz7+2yByP3l8RWufH3bZZi5/rnndqUx9zUXF1EnLr8cNgbbL788jQ/sP5DGX/7S36fx6tWQ7d96661pfOQI8ouIyBLZZdx2+x04dnYnzHHfFnXC9kmi3LweJ9uILA16bvRI5h31sbk5U85e7pxue9ttsgucRL4YGUEumJ7GPbjvAPK7iEixinwwOYX12dZhZAy2CRF1FnNki3H3XXen8fYdV6bxV7/+tTQ+eBQWHHNkgyEiEtC7n0oF9//oKM6jWCRLQ7KjyvOzErUhIT0Hxh7axZUZy5CJMbSlLapD4yux3B66bn6ucxx2gPo81loJ253jtZS3Db3HylGfdn4e7UFrDhYaIiI5oc7RMPJ+i96n1VrI2wE9s5eobzNGtpfzgrwRU7mxNYI03TzfJovKNllKLHH3ifpbhRL5IdE7oEJIdmYxW6zhPD3fLWu2rGt73IfHMX77oZf+rD34bwkVRVEURVEURVEURVEURVFeRehLXUVRFEVRFEVRFEVRFEVRlAHivO0XVn4vhruHNOnhEkmMwxmaebOJoe8iIqSQkSbN6J2QHNDzsE5EEs95mqluqo5435OwX5Acht2bMkvU3eHYwyM0y3CeZIIkP6oU8PnCEo5pmIZpl0iaGtCpVtdiqLklqb2ISEjD2NtLJN2tsO4Ew79zJI2NxJWwDAqWrAOSmGWquN5xDmW60IKkS0TEJxneCpKCtZYgx8rTNXM1kRgOH1Ah+fTbRkRSxDbJ/6KMRLHuoR5ZksOWSijvoIDzK9Hsz5URKlMf20lCPlYsn5noV4olsmygLyPWHLE087QcYXCUH1260g+SsvLMvj5JaMoVvu7ufRaQbcL8HHJEs446M8q2Bzx9PV3THMl9YkcbzR4uKI8WyZxERGKS+nP9Y0lyrQ5JyQLZQ9Tpc16XbQVY3l0sIf+JuDK1Itm+FIuIN25cn8Z8b37mUzKQ8AzIfI253jgieuve4479grBsmuX5QsvQvmkfCS3/3bdBZjYxDpnY6jFYLmymchARWTGB5apV1PNSEfWgSlZARa+31N7P45hG10MamQ/QgGflhWwN4vOssHQ9+f5kuedgYUny3ttugG1Pzmy/wHYxiNkGhrfl+2zFgs9Zds912TlqluP72RnhkW+WaCbmfnJoNm9gtyHPcswyX7pOmeNyrk4fC4t+NjKDRjqLPOcY6oOw5YJjOZW5Lh71cdl+ge9Bx1aH98f7oMvKdWvtWlggRLTvJ55+0jmOkydPpfHCAuyuqkPof15zNfU76J5fOw5Z6o1XQaKdp9zhU70JX3Dv9LZy4WuVo231uy8GiUaN6wQ+LxWQLxYX0FfxyO5LRKRQQttRynPuQv/h4DHImPMB2vxWA9fygQceSeNVW1DnTp2E1d74MGw7CmW3j3HgwKE0Xrd2SxpT1ZQrrrgW+27jnCzJcysx6lmd+mjHj0NGX6q412B65jiOK4/rUS6TxR0lsmYN9XSQKBQLsm1b577auAH2HPfff28aez5riXHxX3fbnc62ogjtwxU7rk7jpSXUm2PH8JzZpueTuVlI4Y8eQ/2Ynkb/etUqWH4cOYJlFhbcZ7qpWVg8PPHks2k8PITnO+57cDvn0/3P+TOfR91sl9DePfPUU9KPUh658gRZgLztbe9I4ze98e6+6y9nkjiWpdPPE9RYV6q4VziXcpvDfQcRkX0HD6TxDFkiWFpn/RbUzVyRLFQm0O8sF9HvvPm669N40wbkGN7+5AzKRETk4GHUqd3P70vjk6fIgob6GEGA8i1Q37lUICtQqkNVujYTK8adfRfIwm3N6jVpvHc/jsNnWzIZPIzxJOja3+So3xe3az2X95r4PFqYcb6rtVGHKFVLGNJ7r4Cfy7C/zWTXMIHXjlKtoHwWanh/tLiEPksYIrd0Noz95aif3qb3RF6MdrdGFkaW2g+PLEVa1GdJ+Lko0yn2aR8R255RfNl22CHu2+Naj54tg98jUhRFURRFURRFURRFURRFeRWhL3UVRVEURVEURVEURVEURVEGCH2pqyiKoiiKoiiKoiiKoiiKMkCct6dued0Y/gjgSZJbgLfFzBS8KSIhn1MRqdXxXZ68bIbKMM0o+dhui+wOp6bh3bEwA/+fpEb+OlUcR5F8pspDrs9lUCCfPPq8Td6vi214ZpQa8GjavQivnu2rcT22b4X/ymby2Ihi1z+s2cZ3x5bgmfn8AZiOtObIbzgaOFPUF8A+fGJxXdl3jv0o603yZRYRsSivahneW4EhD1rynYvJP9An71O+ljF5qDi+u0XySS64foW+h+PwfHiiFAo49gJ5+KwYhT+UKaBMwyZ5neZRtwoF+A3lcq4jTxjhmhi+nORtx/a6p3+6yXq8LHdst6yNcw+RT2QN936efJHWbdjkbKdYxHdjNXjsHDiwN42nyGt35Vp4msZ0z4ZtlHkY4vMmfb5Aft+1mutFFbVRF43jBYZ4jjykDh2CR93CAo57eBgeq+ypXK4UaRnUNxGRPNUttiG0Cep+nfzJDx6EN9SlQC6H9sdSDkkojq17nxkfOcUjPyX2tczTPT7k4xqX6PPKCO7lD37gbViGfHAr5DtWzHhCs4ecPYMnZ7qMZS9W9hLG+cTk41QLyePOur/zct20FudkTB8v10E0D5NOboxfpH3lOsDtGF+Lzpe4/uydxZ66CeUV9rUOqaPjLN/XX5fqb8aj1pJ5Xos8w9st8nGndXht268gE16m9/XIwseb0LVJ4kH1XwbWWom6/Ycc+df6NB9Ewn5tdC1eUF50bQwbkVL759YJ6quQx58hjzduKxpNlPu/fAsenE888bhzHKvJI3DbZVvTeM0q+CEG5Mt65Ai8Tnds257GeW7j6B4x7M2dqQK2z19OH4C8G+NLoA612ziH0VE8R0w34CEZxmiPGzX3Wer3f/czafy62+FZe/VO+PNNrEKfZmoGXpQnp7GPyy5DuZPtvgRF9gLEs1e5POEcx+tef1ka15voxxTIA7jWwPq1Gtqddht92hMn8PxTpj7+2rWj2H4Dz0siIjHdY80mPBX9ANczIf/wei0zUcWAEEexzM52zu+1r31N+vmzu55O47lZ9GWHhvA87efcx/23v/3taZzE1FZQP7XBc+SE/JyE+/HwIfjuTk1PpvHxk8g9w8M4jkbDfQbf/exuHPsU6sQ66ofnKb/xeRSor1Sifj7Xm8PkAfoPX/6ys+/tO+D7fcV21N+1a3AvLC26dW0QMcak1y1P1yyi/sbMFLxoFxbJizTTFWA/2moFfVtDdaJF92dCuZ/jZ55/DsdBcwnsuBx5a+dVV2HdTK6/+UbU08Pk2Tw5hTp46iR8SQ8dxvPU1AzOle+XQoB6FhZ57gG3ra5SfS7QNThw4CAdL71bOj1JwUA9g1vxunk1qiGntudwTZtzyNVRiFxhqrj3RURG8vDz53lnCuTTH+R6v47c/+i/pvEQva+rlOGpO1qER7ofoy2ZDl0f5hzNf8RzKfUrljCkdzXcH6G+V2x4rg16LspsK6Eetk/r83PZlVfdnMb3/TP6aOeCjtRVFEVRFEVRFEVRFEVRFEUZIPSlrqIoiqIoiqIoiqIoiqIoygBx3vYLM0sYCh+ThNU2WJJHGp7M8PX2cchzTtYxVH92DEOnJ8YwpHooD+lNuUxyxQZJjndg+PdiHduJBcPoW213CP9Sg74LSWdAckdLw6bHipASrSaJc9PDEPzJhKQ9JPmxGWlrm2RytRDXrTlD8hSSzNkkY0UwgNgE19iSXCNPcr5SCcPqwxDXT0Sk0UQZeyTjyxdYJswSVpIE0DB3ljcGHsqhOoR9F0lB0G5C6i8iUg5QJw4dewrb8lGOq8Yh4ZmpQQZQr6G+j1UgYcuRXJFOTXKeKxXL5bGcIXk1W1NE0YvLtAcFlvayZJU/Z5nZ6BhyhYjI6Aj+boeIT01COlJbonpC65LqUxp1SMNYllarQ6p09BjkN1OnIOsREQkC1L8m2YqwtKxex3Z37dqVxvML2He5hByUz6EusBSqXMYyIq5sv9kiqePUiTReXIRM7dBBSOoGlYhsSloNXGOWxLMVw7Z1rmSoWEKd4ms+MoZ41Wq0URMrsP5ECW3DUBnlsnoFYs9n0Q/bfLh5nmXWLN9mSbJHccIVmP7ge8cnywTezgtlSL1tahx1uMcy6cH9nfjF8mQccd6lcxY3P7cauJ7Tk7hv5+dxf1Uq1MZFaOPn5yBzi6nvwPsr5BBv3wSrme+7+27nOIZHUU/vf/yBNJ5turYw6f7YyofrBH9ube/PMzWH61e/nH0p2C8YI5I7nYMtWytQ/fD4WpJtk+fqWhNHkkf3c1/Lld59qYAkpGWSKD7x5JNp/Oijj6Txtddd7xzHDTfcgPVJ0lzMI66RXdhQBbluw4bNOCaSJUZ03ty3Np6bL9jCgusKXyvr5JgB9Xsh/vaz6D/mCyi77/keWF80l9Am7NmNNltEZPNWWAw8+uizafzgA3vSeP169EXXrsXy6zesRLyD+kkRytcTtl+gzz23jxEl6LtYg7ai0cI6lh85qehY3hzTfTAzi3xYGUI9qw6hLoqI1Bs4xpFV6FN7JOlts9VZZTDtF6I4ltnZTpsyOorzfM+735fGi4t4VuE+J9uQiYg8+RQsG9okw+e+Kfdz63W0X22SJc/Poo3Lk21crUb9GLpnh4fc/vltr7k9jYdI1l6tUFxFXCFrhUKRLesQ83k/9Qzur5tvhmWFiEiJ+nWrV6MtXbV6Yxrzs9SgEkWRTE92bAlYOp6nfBuS7Qbn21wuY8lFbX2hgOvconcVx48jR8VkK3TgwP40rpENR7ON+/dNd96Vxu9557vSuNFw+8XzZFU3Poq+95aNG9I4n8fxhWTbs7iEPtCpyVNpzNZqk5OwaIgyFlvHT2GdJbLZm5qepaVw3U7v+0w2VcsRe9oqweO8TbaZ9N6mPIJnoW0bXQvETTuvTuPcCrr/yXqVn2GWZsiG8AhsEg3drwFZCs6fxDKRQT0sld1nujw9w/BrlZl5el9In7PzJVtFsVOfz55kZ+iOuD037GTlOKwphvOutdL5MLhPYIqiKIqiKIqiKIqiKIqiKK9C9KWuoiiKoiiKoiiKoiiKoijKAHHe9gvzH8WMucUPvC6NW22SwZMMzFt0pchC3yUkbwhJsjFlMAS7Wca45rKBjGRiFMOY82UM54/qNIMnKb9adXd8dIhdiGWlPw8Lp2HebDuxOI+VvaM4vyjGvmOSqQjNiNzdCUKSKP7Mne/EMZGkgdV6f/ov/1MGkThh+SHOP0fj3MskV2ZJiIjIJMkeVq7BcH8xNLMtWSVQMYpPEtYhkqoHJEEpkpwk8LBvE2TmZbaQlLGMZH4JM28agVxsaQHHVBrmGR9Rf3OG6gdJVqzrXCKG5A88I61HeoICnXg7cw0HDbYOGKLZvK+86oo0HhsnmUXmgrE8orEIqZhPkrAhmoUzotkzAyr3Js0a32qi/BtkH3P0MGYCf/ihx5zjGBuD7JElboUC8lmVjmN+AbKeE8cx42ibZrLn/EJVSfyMrJVnNObZw+eWcD1arcGuJ1meeAKyu9fehLpi28g7E2Sh829/6h3O+qMVlMUILTcyCklzqYx71qP8wjJiw9L0CBJGk/SefZWl1CKuLMlQXvBYBtVH9uPI5VnGzdYNTl3JSA372CmwLQ7bWXj+YMparbWOTcBp2JqCrVicMpWsjJ4sL1hqzpY/JA9NqOMRWp4ZHOuWqD7lqbwSmjXaZqXsJI0zZA3Atgeh6W2n4PHpUZWI6bzPVkjYzz7nT//wc2e5heWLFTTVCdtlUFn7wlYU/euN6XMPs5UFW/XEVI55au+DAMufOoX2qEX9orveAMnzmjVrnf0FHra7gnJdQPZVu59/Po23bMX6xifLBboe3O/zSc6by1iXsIVFPuDcSlJWavNstnM04Bgqa7asCOmZ4pbXbnfWaZK9weq1sFNoRagTi9T/vPd+WLEMkaz9zrtguxGQvZgn6Kvk8qgb5TLaRBGRxQb65ov0vDc+Bjl0IY/9jZAtVrmE/vhoFf36RZL8j42Pp3GUuH2VgBrAh7+NOp9Qe8l5zEaDWW88z5Nyt19SqeLe3LQFtie5PrPIRxkru4ceeID+Yrk91ucyGp/A9eccs3PnzjS+I35DGrP0fYRs7UZG0A/uLIey973etlBsB+D0MdjOhy0T6fPrr4W9zM233Ors2ya92zPfR75pR+51G1S8bhk79YOuU47y7RDVrWxL71H/ZmoWtoLFKrVN9E6nQc8ehq4r2ykYujm/+o1vpPFDjzyaxre9xrXOOEnPRHPzsD3I0/satuVbu5baKapb4xOwMdm4EbYbS2SF9/weyPtFRL705X9M44T6v1W6bnNkg1KqdGwDPG9wxlFaEUnS+kH2R849SpZkbJ2UqTMnjxxN49YxxGxrwRZ3Repr3P2+H8PndP28Gq7vQ19HXDuCOmkyx8HPT2x3OVLFsx7bzLXoWTtMQloG2+Q9hJyagpIwhSLqxrXXvDaNL9sKa4rf/73fkZfK4NQwRVEURVEURVEURVEURVEURV/qKoqiKIqiKIqiKIqiKIqiDBLnbb/AtEl+7LURJxGGLpvMUGQe9u/TrNI+SdArJDXL+yQzzmEYdJVmi917HKdTXyJfhZDGSrdZ3igiJF8XminYp1k4E4vt/vw170njqIbh+QkN2XZnJSa5bM6Vmnks0Q2wzsd+5aUPwV6uGJpCMEduAwGd/9Q0ZBUy5FpWhCGkHCdPQmZVa8ynsU+uFkNVkvaQtC9HM88XCiSLpTsiISsRL3HrL8udeSj+zAyG/luLeGwFHRTNbB2HqENBgT6nMf3tjCzekbOSxJElmB7PVnkJzBB9mvFxkspswIzOzTru95lT7m9V0RLqxoFDmH11agr1jKVss5OoVyUqNpPDH2GMchOaHZol+IcOHXSOY98+7JulYiw5C/I49rl5SBhnZhDHJAezJGs1Z5hZ1ZlJnCRQ/USILE8arPlae/MT731zGschcsroKPL8bddtcdYJKEGxZM1SeSc04zdLfUzC9xxdy5jkSh7P/Ep11sv6rUhPWO7Nv89yNXDF3nQcbMVAEkST0YBzveGvxq58d++DGlBmpxfkL//8y2dc5kff/9Y0dmRdmRskouTNdgN8LR37BSpHlgtzb4Fle7zviNrDrH1EQvtjyxXnpuf7nMqXZals18DmHPaMzUrvzJLEl0I2IayVqCvl5jJilWXS517LSjG5Ttg+smKOc05/ksuaZK3U39q0gWwWqAOTJNx3FVmgdqfdhPyd60TYRt5bMUbWRRE+Z5l0dgb1XtsUEYmcv+OeMadKR15/CTA0DGl6hSShC7Mok4Jfc9Zph/huZCVsqEoj6K/4Hvo3V159Sxo/vxt9ILZxyJdoJnKybvBaZAkRuvd4vgA7hqEK2rZKGbL9Sgly/q9+DfZUeW5fqe0M2bYjwLPbUh3HJCJiyL7tYx/9ilzKnL5DOEdIzNYDcY+l3dwhInJLRs5+GtPHmoljvu+4L2GoL+va7pAVS5Rtp+hoHbsiypXUv2EJtWMZxB2UPrYCbFfX2Ufvc+Xlsn2iQWRyZkb+8FOfFBGRD/7UT6Wfe9TL4CftOlkPnDpJz+Mi0qR3KEOjyDf1FtodrmqcoheWcN8a2nepiFzVbmEFtqC7hywPRNwy6tdGctk5fXiqH8Ui7O9GRnA+c3N4pqzV3JybD9jqkN5TkeWIUP/+dJ8wTganvZo6ukf+6D+/7YzL/MhP/oc0bpEdwr5d0+6CbLFKthtN6pcW6F1eQI38Te/Gs4bbV2F7TJTzNNmi+mSTKSKSWKzv4zBkmJ7/2S5LKJ95ZEtlDZcj9h05ucJ9vTqxBbZJ1ZWwy5luF+RCoiN1FUVRFEVRFEVRFEVRFEVRBgh9qasoiqIoiqIoiqIoiqIoijJAXBD7BY+GNPO0yYaGU8eLS+LQIjlgk2TntEhCf9UwQl68HGRJszRz5o/sfHsaW5Il8syZJnCHv7NK3aPh+fkSdmjbWP8j7/91Uc6ffJ6nEEf5JiQZmp45nsYjJcjtRVzJYb25kMaFAsquWIEEwudpvCMaek9Seh5WH9Esw+6M4e6t4pGckCWONTomnkXRsIyJhC5/+OEzS35ftVgrpitV4Rk2T504ksb3/N3fpfHkUczcPJaZXTek2VfbbZTJignMsrxyJZaZpLpYpxlMEzqO6VlYOkxNQe4xN4dZWLNyt2PHjvX8zpVN0wybPMNzn0nTWVIvZ7BfYFEIS4BZy2pYKu5dWjLpt7+JZj22bKuA8y8GrjVPRO1P25E3srwLy/M1ppTi/HIakgzJo5ni2bYjse5sy2ej/uPZZlde+yMvvoJyznz6T7/0su/jquswEy659EihAIkWuQVJkWaNz9YTznssQ+RZ0COunOwpRPXXsLSRFj+j/YKzYZbhDo788Fxx8z3LekniGrh2Uv3WZ7sMR/bcR1rKclKOfbJA4IzOMufsMfE6PPszb8An67Ckz7ac/dnethO+l30EoXpKkm22AOF9e6b/9RxE+JrVSKY6Q/2KtROuFdj4xKo0ZsuVah6zicfU5hdHkUtuv+MqfF7Ec9Xhg4fT+JFH0B9nu69Cnh7KRGR0ZCW2VaL732L9IIe+0h/8wcufTy81Dh7YLx/46QvTvv/Zxz+Txq5VAvdLeo/76mdbYOOw1+KuDD6Tb/rtg/OKsw/OdbQM3zs+L8/5yXMtEOM+/XA+3mw/ftBZmMcz6nAV9mMzU1NpzM9JYeZRoE25ZN9hPI/xVWo30W7wtgoF5K6Q8vsSWVk6j0P8fJJz2wqnXLhN6dMuRmwlRstznl2skZUo2dTl8q5Ent9DsI1mTNYxxyePyqXOX3z8d1/2fTR91JNWgrLyKa7PT6axR1YMUeTeu3yPh/wc18D7Se7vcmXkZyzu+3L6qtJ7JYncDvLaYbSPaydgvxDmVsiFREfqKoqiKIqiKIqiKIqiKIqiDBD6UldRFEVRFEVRFEVRFEVRFGWAMPYMkt0XLGzMpIgcfNEFlVeCzdbalS++2MVH682yQeuMcj5ovVHOB603yvmg9UY5H7TeKOeD1hvlfNB6o5wrWmeU8+Gs6805vdRVFEVRFEVRFEVRFEVRFEVRLi5qv6AoiqIoiqIoiqIoiqIoijJA6EtdRVEURVEURVEURVEURVGUAUJf6irKy4Qx5hvGmJ/t890mY8ySMcZ/sWWVSxtjjDXGbL/Yx6G8chhj/twY85sX+ziUVxeaa149GGMOGGO+u8fndxpjnjvHbWm+Us4ZzTevXowxHzLGfPIM3z9tjLn7FTwkZZmhbZRyodB800Ff6kr/xKIMPsv1Zam19pC1tmqtjS/2sSgvjuYIRVFeCTTXKC8n1tp7rbVXXOzjUJYHmm+Ui4G19mpr7Tcu9nEoyw9to5QLzasl3+hLXUVRlJeAMSZ3sY9BUbQeXvpoGSsvJ1q/FEbrg6IoywnNSYrSn0vupa4xZqMx5m+NMZPGmGljzEeNMduMMV/r/j1ljPmUMWa0u/wnRGSTiHyhK4f/jxf3DJReGGP+szFmrzFm0RjzjDHm3d3PnSH3xpgtXclXzhjzWyJyp4h8tFu2H+0uc7sx5iFjzHz339tp/W8YY37TGPOv3XW+YIwZ79aZhe7yW2j5vtvqss0Y82D3+88bY1Zkj7PP+b7fGPOsMWbWGPOPxpjNF+hSKudIrxzRLbsPGGMOicjXjDF3G2OOZNZLR8AYY3xjzK9RHX7EGLOxx77uMMYcNsa88RU5OeUVwRhzozHm0W7Zf0ZEivTd240x3zHGzHXzznX03TpjzN9027P9xpgP0ncfMsb8tTHmk8aYBRH56Vf0pJQLjuYa5QJza7e/NGuM+TNjTDFbf7p15z8ZY54QkVq379Q3XymXDppvlAtBN38c7Zb/c8aY7+p+lTfGfLz7+dPGmFtoHa5Dp/syn+ku+6gx5vqLcjLKK422Uco5ofmmP5fUS13T8Se9R0QOisgWEVkvIn8pIkZEPiwi60TkKhHZKCIfEhGx1v6EiBwSke/vyuH/71f8wJWzYa90XtCOiMj/JSKfNMasPdMK1tr/U0TuFZFf7JbtL5rOS9UvishHRGRcRH5fRL5ojBmnVX9YRH5COvVnm4jcLyJ/JiIrRORZEfmvIiJnua2fFJH3S6fuRd1lz4gx5l0i8msi8h4RWdk9h794sfWUl4dsjhCRz3a/uks6+eQtZ7GZ/0NEfkRE3ioiw9KpE3VewBjzFumU83uttV+/MEevXGyMMXkR+ZyIfEI6OeSvROS93e9uEpE/FZGfl04O+SMR+XtjTMEY44nIF0Tkcenkou8SkV/q1pPTvFNE/lpERkXkU6/ICSkvG5prlAvMj0mnzmwTkR0i8ut9lvsREXmbdPKIJ33ylXJpoflGeakYY64QkV8UkVuttUPSqTMHul+/QzrP4KMi8vci8tEzbOqd0sk1K0Tk0yLyOWNM8DIdtrJ80DZKOWs035yZS+qlroi8Rjovz37FWluz1jattfdZa/dYa79irW1Zayel8/Ltrot7qMq5YK39K2vtMWttYq39jIg8L53yPlfeJiLPW2s/Ya2NrLV/ISK7ROT7aZk/s9butdbOi8iXRWSvtfafrbWRdJLAjeewrU9Ya5+y1tZE5L+IyA92f3w4Ez8vIh+21j7b3ed/F5EbjI7WXW58qJtnGmex7M+KyK9ba5+zHR631k7T9+8TkT8Wkbdaax98WWwZ2E0AACAASURBVI5WuVjcJiKBiPy/1trQWvvXIvJQ97ufE5E/stY+YK2NrbX/W0Ra3XVuFZGV1tr/Zq1tW2v3icjHpPOj02nut9Z+rpsXz6YeKoOJ5hrlfPiotfawtXZGRH5LOg/GvfhId7mGnDlfKa8ONN8oZ0ssIgUR2WmMCay1B6y1e7vf3Wet/VJ37pBPiMiZRsM9Yq39a2ttKJ1n9KJ0cpFyaaNtlHIuaL45A5faS92NInKw+yIsxRizyhjzl93h2gsi8kkRmbgoR6icF8aYnzSQKM+JyDVyfmW4TjojuZmD0hkJd5qTFDd6/F09h20dznwXyIsf92YR+R90rjPSGW2+/syrKa8wh198kZSN0hlt3o9fEpHPWmuffGmHpCxD1onIUWutpc9O543NIvLLp+/17v2+sbvOZhFZl/nu10RkNW3nXOqgMrhorlHOh2z/Y91ZLHemfKW8OtB8o5wV1to90injD4nIqe6z9uk8c4IWrYtI0fT3RE3rnLU2EZEj0j9fKZcO2kYpZ43mmzNzqb3UPSwim3oU4odFxIrIddbaYRH5cem8JDuNFWXZ0h2h+jHpDLkft9aOishT0inDmoiUafE1mdWzZXtMOi9LmE0icvQ8Du1strUx810oIlMvst3DIvLz1tpR+q9krf3X8zhG5cLQK0fwZ0497I7GXknfH5aOvKgf7xORdxljfumlHKSyLDkuIuuNMdzmbOr+e1hEfitzr5e7o/4Pi8j+zHdD1tq30na07br00FyjXCiy/Y9jfZbj+nWmfKVcemi+UV4S1tpPW2vvkM7zkBWR3zmPzaS5qms9tUH65yvl0kHbKOWc0HzTn0vtpe6D0rnZf9sYU+kabr9eRIZEZElE5owx60XkVzLrnRSRy17ZQ1XOgYp0btxJERFjzM9IZ6SuiMh3ROQNxphNxpgREfnVzLrZsv2SiOwwxvxo12z9h0Rkp3S8mM+Vs9nWjxtjdhpjyiLy30Tkr7vSgDPx/4nIrxpjrhYRMcaMGGPedx7Hp1w4XixH7JbOr4Jv6/ry/Lp0JCKn+RMR+Q1jzOWmw3UZ7+Vj0vFM/aAx5t9d6INXLir3S8dP+4PdPPEegXXMx0Tk3xhjXtutF5VuHRqSTnu20J0UoGQ6E9JcY4y59SKdh/LKoLlGuVD8gjFmQ9f//9dE5DNnsc6Z8pVy6aH5RjlvjDFXGGPeZIwpiEhTOmrGF3vG6cXNxpj3dAdl/ZJ0bKi+fQEPVVmeaBulnDWab87MJfVSt/uy7PtFZLt0zP+PiMgPSWdirZtEZF46E1v9bWbVD4vIr3clrv/hlTti5Wyw1j4jIr8nnUR+UkSuFZFvdb/7inQagSdE5BF54cvZ/yEiP2A6M2t+pOv19XYR+WURmRaR/ygib7fWvtjo2V7HdTbb+oSI/Ll0ZAFFEfmgvAjW2r+Tzi9Pf9m1C3lKRL7vXI9PuaCkOUJEfiD7Zdd/+d9J5wHnqHRGt/CM0b8vnUlI/klEFkTkf4lIKbONQ9J5+PlPxpiffRnOQbkIWGvb0pn08KdFZFY6bdLfdr97WDq+uh/tfrenuxy3ZzeIyH7pjPD/E+lMFqlcumiuUS4Un5ZOPdjX/e83X2yFM+Ur5ZJE843yUiiIyG9Lp39yQkRWSefl3LnyeenkmlnpTFT9nq7fpXJpo22Uci5ovjkDxrUkURRFURRFURRFURRFefkwxnxIRLZba3/8Yh+LoiiXNpdyvrmkRuoqiqIoiqIoiqIoiqIoiqJc6uhLXUVRFEVRFEVRFEVRFEVRlAFC7RcURVEURVEURVEURVEURVEGCB2pqyiKoiiKoiiKoiiKoiiKMkDkzmVhY0zPYb1bt27CMp5JY2sTLJRZ0xgsx+sYd6GeyztYDrG/er2ZxlEYpXGz1XJWb7faaRzHcRonSUKfL8vRzFPW2pUX+yDOhn71ZnRiAn/QiHEvxrVPMsVuPfodgsrIS7B+TIsYWmZiDJPGD41UsTztJKQqG1K9abXdehNF+G64OoR16PNGE+ucOHJYlgPW2j430vKiX525mNx8880X+xBeVh555JF+Xw1krrl256r085hyimc8Xj6Nk4xqxVJO8X0f63t5LEMtVpLQxKkWbYlQVTb8Oyq3abTrhNtNETHSu63kNsom7jovug86N+Ph3J7dfaL3ds6Pgaw3O666mj6nZaR3fyTbN3H+pD88uv6G6kpC/RYuC2N8WoH7SKhD3OexmU6WsbQt+i67XPp5vy4WL07xU08+3nuFl85A1hvmsst38FJntS3rlBEoFYrOUj2Po+9fdJ/3yQVne3y80tNPPXGW67yiDHy9GVl/Of3FZeesndmWs11ayvRcRvo8S3F7d4bdvTQomUwd2n0BN/ySGPh6s3XrFT2XT2I8j5z9bd57wX6P4Ex1qETb6bP5bDslTiPbZyWs89TTT734gbwyDHy9eSXIFQov+z64Dp1NP8b0biKzf9Dy2ZzbdwM9aTfwPmpQnsFLw+N2eOVGEXFvy35NCd/X5kxt1Fns2/Tpt5i+17r38l5mZ2czirX/PvqdRL9+VX/69cHd3WG7e3c9fta55pxe6vbjN37rV9O4UMSDRBThhWnEjYuI5IOA1kGn1aNSyPk4PD+H7fLNyQ+zYYwb54nvPJvGp05Np/Ge5/c5x7F//6E0nptbSON6Dduan2vIMuTgxT6Al8ob3/3ONLb00qUyu5TGTd+t/M1hvED1F2tpXGiiri2WUIfydbxYff/73prGd3/f69N4toHlTy2hzh09dTKNDx5wL/eJqVNp/L1vuAufn5pJ46d2P5/Gv/XLvyTKYPPggw9esG153vITSfT94WxAc80XPv2jaby4uJjGhUIFcYAXtI0GvZQV9wfAFSP4QahY2JzGsUGHtV7HC9E4RJuTy+EFr5/Dvo1BG8gvaFsttD0iIr6PupLPY516He1SO/OjU7oPehmdxCjfRh3tcSGPnHrjd3+453bOk4GsN3/8yb9K44CufUB9kID6L7mc243ifktC31XovXuuhrrSsOh35KujiP1hrBDgYdmz2HdoUAcSj35IEJEgwg+XHr38jYV+vKblE3rui/kFY4SYfwzYvnG1vEwMZL1hfvsP/hh/9HnRlmQ69m26/vzYd/W27ficf/ymdbmbxH1o7iz7PuqN84OVddsi5wGZjjGhPtrOHWtlGTLw9eauX/hIGseC9ijII/f4mb5DQDkmRznKeX4K+EdJeuilsm7RABefapfzI6izazffuD9eUk6kOpjQM+HH/s2bZJkw8PXmN34D+Yafj5t1PI+YzBsO57UUJRyT8P0P+Iftfu8k7rj7alqm949USeYHaJ9+yOS+Di/H8Y4rL+u981eega83rwTjG2nQX9/BeZQjnLevfu/PM9vKcT/Xd37lSkMeiOW8KOTtJpmc1iXI592/qZ5y36rfi+P9Tzzdc7vLmeGVG+XHfuefRETEo5PJU67wfTp3D3GOBySISED3eI7aCY8Gv3Dp5qlDw3krb3iwDEKfPs9R+1jMucdRomP0E+400THx7x99Xt7y87u1vd9NZuFNxVRnIicf9u6vvev21Weda5bfmwVFURRFURRFURRFURRFURSlLxdkpO7wMEaECL0xTyx+GfESd1f8dtuxPYh5GcR+n1Ey/Ma84mPE7xU7N6bx5Vcgfs1rr3OO48SJyTQ+sP9oGk/S6N4v3fONNGZJpPurTO+3+By3m+6I36X6shwB/IrhRzwyjkeEYNRZM3RHeEcF1KO4jpG6Xh3bigyWKdIvRHEblatVI5uEBkYPLExilFyRZNDb1qEOiYiMVjGK6vBxkixTpXjNDdek8Re++U9YRHB+efo1ZqiAEXOVCkYGNpruyL2lpXoav/kNbxDlzHB+eSksx9G15wOP9jrD6NyBh0efcNmxnU5kkAfCtnuftcmLpdEiNYkdT+N6nX5FLuJe9vNYPhG0JR6NnmIZfRS5o4QZPnZ39ArqdZ5HErBDDf+q7iGn5IcwIrRaWZHGz977X5x9t9poExMa6VAMcH4hjeSMyfvmpu/7ox5ns/zh68qjV9lRg22AshZB/Lt7zCMD6POTD34rjQ89++00nti0Po1HV21J4/I6jA4fGsMoyeERjOBN8q7MMeSRVdxvoREKbi6gxXlD7BhCfZ7dh45jXxnLkIivoWP70XvkTNhGG3zHdb2lxIPEQ489lsYFkp9yvvUzo0gWQ8o/XL+o/WqHNHqT+jbVAPsISWGQo1FLV11xJe2NyuEFw+56W6jxqN3n9kGplBiytvE5z1Ld5/zbZwSeiMg129bJq5mA2ociqTIKeRp1mxlxyQoCVg24lkFs4YN1fR7tRuXuOxZF/DwjPePOglyP6BjZyi7EMj/3P6lPTM+KIbVZUUIj8NgqL3KVKc2YcwnFIe6df/7wT8qlCttAcY4plMfS2BlpK5kcz30lytFJ3LuvyNvi5/F7v/4kHVPSM65WoFYScdsB1x6RJbnY9/O7D+Bjbr94o44uvJ/uXvqOJualLr9iqww6QakkKy/vKD64beYR+XwtuExsZvghq0JMn2cJzhncbxSnn9DbSoyPz9LOss9fnOtY9eIMvGWLMtt7W/2sQLl95tHk2f0lztjIM9S1AcMzIuWgc27c5vjUk81R/1acvq5bVh797VN/QfqUSYnyRRKQPVnCZUXbdNpEaj8yThcNWp9HH7tOsVwv+fhMz9jQg4E7gjdj59dnGG/S+3KIf6Zhv2fg0nhLoSiKoiiKoiiKoiiKoiiK8ipBX+oqiqIoiqIoiqIoiqIoiqIMEBfEfiEgKaYVDLXnCWJs4spLPY8ncOHPafhyQkPkBfLSUhHyDZadsiSkVsfkIzMz8zjWHM8kLLJl8zaKMfPs6Agkqbt3703jiKSmDZLw12qwUghJItciOUmcuQZbNqxJ43KFj4tktTTBwRAtc+8Du2TQSY5iIjLLZth0zfIZ6fxikSaFILm0T9c8DlEnjAdZohfxbPEkJ2hj3bGApIskabTWlbZuGCun8ewiTXRTgBSpSPU08UhKF6Be50i6ZGjCkqQOqVljctbZt1fCOvc9+EAaV8s477ExyK4mRjvxHXdgQrflzs033ywPPPDAiy/Yg6zo5VKxTVDODZbUeGTJ4hmWVeHzIHAnQ1hsYsLGMOY2jiSNLBVtwRalNEzbciYoQlsUkdy6r5WCiPDExdaZ+IjltdRuOrO0UlsZQNrcruPz2iKuQb6Adk9EpNEiaxmyquBpZVnVmctfkC7FRcWQjMwVdfWRXGUkXvwdy86jOsr+1GOwXDhx7+fT+GSFLDyGURbl1bBlGCYrhvG1ZMWw3p1Aprr9Nqy/akMasx1NTDcJT44W8c3j9M9Q2Cx/8zJKMc+RzvI3vS1RuB28FGjTNQ5I5udYjYVuf9DmWLKK6/8dmu2drRjylK9Gi7Builroi/JEJE2yqwojfG5K6Mt0PuhtkcETct2481psi/SDJuonOaVnAa4aGYnh0/uO9/mOcmAf+5DrdrgWWYPCD/7+19I4H+D6Fcm2o0h5Nci5/RluBzh27FTYckF637cF6qN6ziREtLyjQnatM9xJ5N3vTkPzpEkcoq9dyKMO1tn2iG4RzlVeZlLImJbjXbO09c5f/l9p3G7jXnjgDz7Y81iXO3/ysS+mcauBiWBzOeSFoAB7nqyalyeecuaW4kmDWAbNPjrUJ+HtDFV5gnZal9vEF9hA0GTnVC7cD+J9f/1rT6QxTwZo+1gp9LOvyi7J/aw3vAHWeXvI7oHtIa65dnBsgoy1kutaabAUnp+7I+4XUJy1aOO2iW8wvs4BPeNyk+A5+am3pN9YKlO/f3+SJwHmfOXYN9DxcX1y7TJ7W9P07cJk/nb722xddH7y+eWC5xkpFzvXrOj1zufGmRCNvXnc5fN0bzlPN3xvUvuTI3tWzh0RvzekzURsHeT0aV3a0jtfxGwLJvxukid1w3aCPPpFee4HsxebzbRRfWyF+J0i34Pin997C33boSiKoiiKoiiKoiiKoiiKMkDoS11FURRFURRFURRFURRFUZQB4oJoJXkoO89uzFK9rLqu36zrvI7nsWSWZIkeBnCzbIclfONjkGIdPjCXxjMzkPyLiJTLkKGuWrUqjYsFyNl+9//53TTmodLzc5C5HTp0OI0XFiDHP3DgQBp/695vOvtOYqxvLfRDUQyJx/AIpL4ZVe7As+vQ/jS2JLnaVMW1T2J3GH+VythrQL5cIEmIaaPelIPe0ghWTBS5cg6hPsXOrNOQYouIhGTZ4JOMbG4Gy+3efyCNb73tjWk830C5z8xO0Taxv9oCtjN/AvVJRGTocshsd26D/PZUDeucPIntVrp1vE7XaxDoZZvgSFqc4uw9+6+IO9u2I7u5QLOT9pPZ9MtxyitDFLKcDHUgCHgmcdz7icV9KSJSq0PSODyM5SrDo2lcCiDDSQRtic3BiiGhGXwbSzP4nGbs7jcTsIgrC+R7wr0/WEYIq4hiANm+xNS+kTWMTzKfRhPHJyJifJJACrSzYdx7RmMT95ZpDRJ823p07X1hWwaKM1JjzkUeS7zYzmPmaBqPhLBl8Jooi3YLeT+aQlt5bO/DaXyK7KTiEdhriIhc+QPY99Vvfi+2yws5EsPesnZeJibZfsLy2kyq4zoc95FDOzNTv0AWO9hUKUdwf5D7FOWKa3uQI4uYtqBPUSdrrxzlrpUrYc+RtGi7Q8NpPFTC8rufh2VXoQhZdlx0j4NLol5DHgvy3IlnSTNJbcmugW3IWHJdrVbTeG4OfXMRkdfedEMamz6yaWs5loEn+P/Ze7Mgy7LrOmzf6c1Tzpk1ZFV1VXV3dfWMBrrZDRJDQyBBCoJIiaRFUrJsfunPH3bIjnA4QhH+oUNBKWiLYYmWDNkUYYnmAA4ACBAgyO4GiJ7n6qHmnIeX+ebhjv7I7LvWeXjZ6q6gA/WAvb523rrv3nPP2WeffW+dtXaO3pPojYxpwVnq+3zWfBFwXaYh0z8YqS/RUw3aM+yAcnDHWGdwHWbOJ5bZ+Rw/WFMvIpk0m+T5js/NpPZ+F+ck5EOuBR+i6SFhYlL4JWCfYL9hKRGi8R4pEzI5CH2Sr2CZBYoxbMuITBBLLngu/hgOMRbsNzz/KxXMYaa1r1xfT+1CkaSfXJISyZkSiOw3RfoNg2nJPqnR5Qr0rmiUsOeciejUo+sM51bUH089Bckbizj5k0qpj+NYep0DaQuL4wWNKT/bUVIFIiLi0LpPc5X7dhhi3mZLlBfTWAcj8kNpm+i7j3OEvMYojpLb4CDosdQhPVJsrCfJ2HNkpA849B3Vrkn1lffgWiIzuUPJDhoTMfoONsuw2pYpPWDkinStgEYupvgcBchSKTRJQotAJOPn9ZDi3KgKEOcOlsX6fCzrQO9ihoQMTrcC8tFkvL/ZI/JEIbVrSDlTRBc24lN0a2uU7tRVKBQKhUKhUCgUCoVCoVAoFIoJgn7UVSgUCoVCoVAoFAqFQqFQKBSKCcLfiPyCsUWethwzvdkaqXjJdKyQtupzFXCPq3jS1nnX9ej4+HPKJdDf5ucWU3vlJlXzFpGdbXA5Lr15JbXPnIFMwy//8n+R2rMzoLDyN3GmEjSboNuxLMOjH33UuPdv/ZvfSO2E6vTNlEFLqlZAXYiDyaLPj8MZkg7o9rHF/iRT8qjC6IZvUqLvWMNW9WoO473HlIt90KZtB30WDnG/mKtU0vWzVHHYJlpyEDJV2pRf4IqHVjRab/EAf/xHv4970xZ9n6QbIpL2aDTgQ+eWzhnXmiJq581d0BeL1PYK9U2rfXCt6Ii23a4YJ19gHiNqM1cVH2G9cNVuo8IrU7SMaqgYd+v/p2qmiVEZ8yjpiMmnCP4gwdI8BvUwhj90OpjH7vtU2m2TFIPFlbctqjRvI4Y5WcjmdCmGMeOsWARdaThAHLBGxj2Twbz2icpqVJFmmn9E8gsZyC9kHFq7iDKUWIiLjsfrm0h7B/cIqMR4THPPsZiyNlkxZhxM+YXxci0Wx46R3xtkLAoZdoz+K5Ypn5ln+jtRhPsUe6hsfDtAhXBnAHp8d2D6TcmQvBpPTWU6JFO/DCormZZBTRtfbfzgFuOlHOIjaIvxhFMVRxFS/xUroAgXi4gRgW8IYciApA7KRUgolPKUGzUh1bGztZPaTL+OIsSxLFEiT548kdrdHu51cw/XFBGp1pBfTE0jjrFUwsoGaNa2wNGGlLtxpXOm8+/RM1RG6NZ/8fR3UtuldTs+QkLJG9V1m0Dk83iHyTAnnmMM5aLOyDqVIYkxVsjgPmftAptjN9Oh6b2K5VCyGa5qjjFNRmqLG7EkQb4cCVcKp/yaxjFP73E+UVOHRJG1ya9jy4y6LLOQ0FofU8Dh90aWYphUzC8spLZtsWwh7Hod77eWjL6DEwU4MmNR+htjSRkvZcGygGGC/GRrB1JOlQrimR/BB0REEhojlnjg+d8bIocq0Lsi59GuM56OzdPAG9EwDAL4JudTufxcaltHvBtMEhIRid5bkzgVGOIP7m9+5tH3MJfkX+LM+JjBa7udPSJGuyxrgcPG3RLOv8y+53YZ77b0fJmMQ+fLeNvU8aM2GcmK2XZu7xGpy2h7Jw2ulUjNO+jXAcWXhGPNLr6Z2Tv41tVLRuZ4hvITkmKJ6LhlI1eJK8g7vDytGSxhkLB0HnLrgMJcNJKZJoZUwnh/N+SdKEbGDp+D37qc4xs3G5GB5PhJJxpNIlkhZyRef1BMttcpFAqFQqFQKBQKhUKhUCgUCsWPGPSjrkKhUCgUCoVCoVAoFAqFQqFQTBBuWX7hG9/8w9QOQlCuBgNQA32il71fJfiMQYkYT+kLj6iyyGD6AG+hPnPH2dReX982fnPlyjX6DVXhLIASeenNt1P73DlcN5/H1nGTlkFUKa6uPtIFP/25v5vaq6s3UrvZAm1ldxvt5cqxE4sjaBY8vsaG+RHaQz2Cr8kQv1mlSrBFKmP6K7/6K6n92Oc/ndp9oh86RJNgSulwQNXe+6b0RTik6p5EAXz+yrupfeMqxtRyQCFwqPpouQBaEsOiqemY9col6mykdqcAunSnDQpKs4O+ef2Zb4mISJtkQW53dLpdefrZ50REpJAHLWNxAc9boyrf+SzOcRxzoq2srqZ2lWhgBZrjTEVjzzQowiQNw5W5reQI+s73kZLptCNkJI5i/BzBghup1no0ZepHEcMOVd0mSqJnYb0ZBhTz82ZV5oKLv3styC9IBCpghugyEVNcbaoeHMPe3cL6GC8ibnT3QUne3TArwnP14MUFVLznKvJhn6rOD3C/3BSkfDimhDHLRlAsy5p06AHFuYQotTZRWVlCJuPdGmXodkJCMjihTWtAj9aAIWLBVA1jIiLiUlzhCJAhemdpGnGodgdo8VZEuQ1cRSKin+6RjEPURftsx1xLMnnQ/gOiJ5oSNOMlF4wci+ixloxfK0dpbhHFSn4k47Is9xCNz+kmCb/43/6Pqf3am2+k9lH5ai5rUhQXapirJ8oYu2YbsSHoY661Op3U9qn/EpLpqhUwTz/+sYdSm5c7f2DmNkPKdWqVKn4zhR+16d55ov87Dq2XROkOjXHHddbbFFdFJEc5dWcf1PHkiD503L8RBbkfKFg2K0ulvoNwPLV8NL/hscx66A+z2jtRTYmf7BB93SEeaUL5eI3o0wNaO2Mxq9dbHA8oB5chxrixi/eZ4olluh/FWc6BBH0zIJ6zHZvyCa6DZ4ocpt6zlBb93p58uRdDqpB1NyhBnJ5GTIlCcw4ZNGPhvhkvX8Fe1+1iPWL5RIco9bt1SBhevoJ3aM67Dy58hMQR2T7pVj300EdTO0PPbapRsRQI5e0jaTHTsQ1JDqabG5JDk5lX27YthfdkgKgT+L3bdY7I3UY6LSH/YIkdQ36Bzs8cIZGTcOwe/zpk+B/768Hf7LMu/8M4c8Svx/v+UXJ77ye9d5RHHLVmTQoc25KZwsH86BmxnWULSHZ0A9/SLHckJx7ie4vdxXrgUC6akISUf+f9OH7XA/gtxXBDcsdiqSd6hlHfPcI3THyQOc4v4dQOQ/txRC6EfdHItekk+r1jq/yCQqFQKBQKhUKhUCgUCoVCoVD80EM/6ioUCoVCoVAoFAqFQqFQKBQKxQRBP+oqFAqFQqFQKBQKhUKhUCgUCsUE4ZYFqRzSUglIBCkg7RvWLcmO6Iexji7rmDgO9FdcB+ewPlQuB63DWm0K94vQjm4HGk3Xr0FT0/dNLaY77zyf2svLyzIOFmmx7Oxs0XE+C3+US2jT2tra2GuKiLikd8Y6Nc0GNEeGA9IxtCZfU5flQyyLdG3INsVETV0a1gCMyO9Yw4+lo3zS2mWxHtYScrzMmDNEEtJiSqLRvmeNZ9KyJT3kQgnaURbpvwz70Jdp9SGcuL2Fcb9jqpbaubyprdJ45aXUPvHpn0IbY5z35S9+EfcbHGjpDoamdt7tjPrennzxS18SERGbRHKmpjC3Ti0dS+1jC0upfXxpwbjWH33z66k9Pz2X2ifmcd7i4mJqLyzi+EwVmoKvvgGdxDtOnkrtCp2TIU071hcTMWMma5UyPPq9Tdp51t+gltcH0Y2aVE3ee87Nypf+5d8TEZH9bcynfBYalYMI2tIJ6QJ29821Yb8NfdkHLj6G3+zhunYZ2lH5IgLP6o1nU/urX/md1N7p47cRTccBadQFYrZjpgrt3GOL0Mgr0zp4191o3/l7n8Q9KGwFIXQwbdKK7fVXUvvG+lPGvZOkKePg90mLkXTpXG/yNS6FNXVjrB/1deQRCWnqJqE5XtNLiEVeDv1haKv68Lt8DrHeZX3SLMbIi6E3VolJqzTA+XuZk0Y7ogH5lA/bZ31TGa8H5pDfRDH+YD21mFbzaESgLKQ1kWXGkni8rl0YT35uMzeLtaVCmrisjVajtWKugrVMxNSTZB14znfnZmZxnDTAt9ag318kH/qx+y6ktkda/nYe9z553MzN4W1PTgAAIABJREFUGYMO8hOPcvYK6XkL6eKxfmKjAW3wNmnnlkvom2IZ/SEiMjuL+La0iGeNSDPYuG5rcuoEHIViFv2aoTU/8vDMPHajIdajvMJl7Xiyud6Ix3kFzTuHJmpMQcKjNCZ2WKPWbEiOYkNnfzO1v/fl30vt+urN1P6xv/Nzqd36q6+grafvS+3yucdTO6LnSUblBkkPmJfPJIPjA491UsfrfE4SOF6b9RQwRqwp7NjmeJl6w+PzvaPyQ47dfaqjU6ti/t57L+b5+4GfIyB93ihkXXbY7757Ce0+oq09qply6tTp1C6Va8JgP7ANDcvxx11nMvfB2Y4jxcM1ibXzLep7+wPm/BHLidr8jnLEvflDyRH1QJIjCohwqaJ4tCgRgb/RSPzh3mmOuur71ij5AHq7Zp2lyYNtieQOc4ksfXtKHOSfg/njqe18/HOpnaU4ICIy5DoQ9FKS9OCLPPdbPl6OYhvnl3P0rSZA/xp1G/grjm2O2wfTSf5w776sy23WxElGzuN7j8+D+QOZY92a/0y21ykUCoVCoVAoFAqFQqFQKBQKxY8Y9KOuQqFQKBQKhUKhUCgUCoVCoVBMEG6ZK8lbqHmXcJ4oYQ7JJ3z/77HPOJMhapCH3+eyoK9XKpXUniYKdqUCOkVA0gr1OmhZszOgU9eqoMuKiIjNNGhsj+73+3Qc172xci21B31QM5cWsQ19bRXUo2e+BzrrG2++Ztw6HGIbe6cJetr+7m5qlwrow6XjoPfJKzKRsHhHOrMymOMVoL8tGdkiT5IIDm+TJ5mGPh0OIoyvRboMTJkNSUohEVBtQqIVBpEpA5FERM9x4L/TMydS+/W3vp3aLl1XWEKCqCI7Oxj3ebpmJmdO04QoCDsvPo1/cEGjXCIJgmzhQFbkueefl0lBFMXSahzQxRN6/GYH82RtHdImLNtSLCJuiIjUd7ZT+137Mv6BKBCOi99nC6A6VyugkF25fj21j8+AYn3/+btS+87TkGVYJDquiMjMPCgp166BhliqgOZfJFprvoBYyHE1w3TNDNr9ztvvoH0n4YcHz4H4eTTtZPIRhpHs7hzQc5sNxPBMBtID2RIovwHRfJIhKHsiIi0KJNubGK+lacT6AJeVrIdxHOxt4N4R1olr79RT2x9grO++cDq1d5qIAyIir72CewvR/o/NwTc7Tfi4Y+O5mV7fbe3jnAxi0MCHZIwkWJNEREKSCZAQ8cUl2YpCCceZJjxJuOvuC/JbX/wPIiJi+d2x5wyayCl6PfhNsVoxzqsQVTQX4FqNTchchJRfWDnkJE4FPpGtYp7yCuCEiIFCOUStdkwYsQu/S7qgrCcu4hvTJ2PmVZIaQkLrYORG406RcCSmBIbkAv1DxGsfSTREpoTFJKJYwLpTpjjO0mGzM1gD7NDMKQr0e6bkMXW+24M/5YuYd+eXMfZ2wDJLuM50AfGpQ/7gWGbf75Gft0gKLCJfu/Puc6nN65FD9ORCFutfr4x7c9qWzcMXRUSsBHFlb7ch4xCQpJZt/RD4Da/tlAbz/HC9oyngGc4V3fF21uPjRM8nHQPHyHcx1lnKrfNZyo9Dc63I0XvS01/7w9R+8Q9+O7VPHkdeGl76TmpHf/rHqT37y5DBaxRwzSxJptkjr64OUbPthDne1PYcfI2lsCYWTE2nSeWSzEJCccQeoSKzTMNRtOSQ3pMMCQ+Kaf0BvyvjHJagMe5sjbaDxo7sKDbjY3pvytX9AD7I0o+DAWJgifI9lnoQEYkFv49IvrFEEopDijet9uRI2DEsCzJ2jgXf55GIaazf7w2B38ktkhhIjhivhM9nuacPQIV/v3OOlIhj2YQjzuf5z3IUyRHnx9/3bCzNML69k45YRHqHIZc+0YlN8l+ZLMY/cEjGqWCuUTmXZVLRYf0iv3/hum4b5/TaeD8JevBRz0PebHkU2+mdeFTBIErYNzj+kSTJEW6VGGPOEkYUs1iyc/TTFduGJpmhMZKa7i3mNrpTV6FQKBQKhUKhUCgUCoVCoVAoJgj6UVehUCgUCoVCoVAoFAqFQqFQKCYItyy/MBjwFmyi+WS52ia2QQeBWd04IpoVbz/OZUFbm5meT+25Odh5omyFRMnJ50Hxmp4GzS2JXTrfrDqfCCi3vO16exsSCu32Os6nbdouyUvU90CZrVax1fyRRx5O7bU10C9FRLpUEbi5B6oZSz/MzYA6wvS8SYVLLIaQ6EA2bZlPxrM4RGREjoFMrmXr0f9VZIhSk7CEAv2WfaLdBr2x2SPfmgLdXkQkpoqoLZ8qCB9/KLXPnN6iH+D8oU+V54cY62EAulKOxtobpYoRzSibIcp3F21fILbjzNKBP2a9yaGcuVYg85kDSjnTGFaa8Jl2TFItNqgffZpXIiKNfdDOuWIz00azRVxrEGJM9mhehyS3srpxY+w5ly6/m9pnj5kSCKeW8fcrl17H8ROoWj9TQ9ximZkSUWezWaLBEx3y13/9X6T2f/8//FPj3kfJLxxJYZpQJAKxnIDi/qCDsSu7mH9cxT0IcY6IiBAN/9KbL6R26QnQimtFjJdP9BwngzGqVjGXZ+YQz4cDjO/iAiq9WwVzWXZprTxNEjxZG2tGMIQPDgfw/5jijjigOgUR7FYTUhGuM1KxldZwmyuw02UDksuZ5Iq/1iFV3SYa8lsvY9w7Q/jHvQ9jXa/Og1IsIpILQBdb+Z0v4h/Wsf7vkXzDd0gmZLqEexxbXMQ1SUphxkEsqExB7iU4cYfRDufYRfxbjHEc0voR8//rM9uLKHIJV5Mn2ljE1dDfh3YYx1zFPKbjTHmb/DgUkH9E5EM5on2/+MKLqT3sMW1Z5Pw5SBosn8SawAugQzT6PsnFsFRURPljpYr4NltDvOn46PtcYtL8ZpfgdzGd5/fwfEy9L5ewtgzo3tUqpNHyOcRAHur9BtZmERGPJCWWKCYytZr7I/9DkBMXs5ibxHA3JL7cDFOHzRjrWhyX8ZsM5Y05urBLeXee1qkMvUv1B83U3roKWaebm1hnZmqmdMYCrVv2xpupfdyFn9ZqaPt0CJkP+/ydaOtHHkntkCj8uQHanR1JZX2qzu6Qf9nk20N6x7Dfl2A+GXA99hvksrZFb0P20S9TtmXoN6TgWMwSHnKUTALJyLQG0KPK57BOGap7IzkCrwm8pvQoPvI7//w85K8Myr/Jgx97fV6LDk7D3/ze3evBN4cU11nWYZKQJOMkBEZkSIxxOXp+WEfQ0IUlDfheLKHwgdo6/v3EGc0t6d84LzHkHvicI6Qckg/QvveTVbCOOO+HQYrhvThpvJHQODj07a9Ax3v7df6FdPYgezhs4L0lR/kJK3C5NJ7ViCXg6N3exfeVto/zM1W8k80tI6cSEQkof2IpBpt92pgnHFNYtoRzXyGbjlvmfLNonbZtxOswwHk9+q56q1J2k/sGplAoFAqFQqFQKBQKhUKhUCgUP4LQj7oKhUKhUCgUCoVCoVAoFAqFQjFBuGX5hWqFqtkloL6ERGHNZEBpdt3RyoWgMTAFgCkb5TKoqvn8eJrV3h7oW7zlv17H9m+mcWQz2PYsIpL18HevC+pIYxfX3dnbSe35BVAtC0zZ7oNi1AJzw2jThXsuGPdeuQ4K9/rKGv6BuoopIT8M8guRNZ6SMKTKh050tFvyr+Mj7IRoAAHRa8KI6GUkgRATRePGOrb0zxKd9dgZk9rap+3+/TrRCUgG4LFPfD61XaIrXlnDWA+HmAenzuEpsjauXxhhpq5fehlt74AiPoiIojuNeTQ7d0BhcyeoMn3ZjeSTcwdzcJ4oeK9fxTP+ZR1UDK4IvTdSNPv+Cn6zy3TSkKQc6qB3Dcn/7CzRRgfbuIeP+zWIBrezByr7OzcgxSAiMv8uqnWePQba9Je/8bXUPjEHmY8L50EdOXUMdNyhDzrKayTj8NLrL6W267AgyQh+CKjOR8H1MjJ72Fe1ecTn+i7WgzZRfq0YMWGmAj8TESlRTN9tYeyfeeorqX3PxR9L7bPLiBEhyb74IVGDSlhvAqoi22816XxTqsjLIaYkXNme1tBSnirPEq3IpTjC529uvkPn0zzKmLE3sdCHPlGgE+JKcYVs256cGGMgSSQ+XB/8HvKAQR/xlYmbGaJM2yN6QcM9+IrXJ7qYhzF65hLoaF9/42ZqV3Po76V50Mhc0i1aIDr/iWOgonbLkIkSETlTx7UefOKTqe17iF0hr8dcQT5m2hlMl5hwFq2t9giFP6YfJXQPpsvG0a1V971dwRJaLBfAFNC1dYxRq02J4sjfUyS94xAFmmUdikWs8f0mYhpXps+RP1WqyKenKCYFI+3oklSaP8BzuETXrlYgrVAkaaBcFr5Zq+Eclrhy3PFVyEXMpSngHM2Q/cA5eWtC4w2hyJJ1Waq4HuC4m8FzZlxzL07eJRq+DV9xSIcgod+wLEOPpKosoo4+99Q3U/vlbyE/WSP5hfvvOWO046fuRCy6m3KlmXn43cITT6T2XEIVyz+BvCe4A9dd7ICeO6B54DtYm0VEhiwNQPHYSfCbYYB+cuR9NN4mBB7ToK3xVOKY/MEakWLgmWPR3GZ6/VFUeLZnZ0iCit7jWKLBpbGzRkrSswyERc+UofWS44QfIJ9PaBy5rXzNhPKsODJz31wG+X1C6yLHUKcC/7VkcnPn98aM++moddp8ypG/PmwXHPGDo/xpnEzEf/7GyVg7Majx432Fr3vUHSzb/Bc74d/wHCG/+yGQeAkPn6EfYA5lc5Bb2nwD75/Xvvv11O5cuWZcJ+dg/p94ELJgyx97ILUteu+JOvjuFXRhDwLYmTLm7mKAvh5w7mqj3SIinhEjWA4B4xYZ4wnbtem9jG4Rk6xnjt4SkhG5kIS+Aa1fw7eBq9fwLhBSbLvjxDG5FehOXYVCoVAoFAqFQqFQKBQKhUKhmCDoR12FQqFQKBQKhUKhUCgUCoVCoZgg3LL8QqEAqmq7A9qZTdXlPS9Px83vx7ksKFtcdbxMVdq5ajBvl/eJlsX0shbpHvAW/v39vbHni4gUiF69swOZhfUN0PAzGaK50JZqm7bkt9qgv3WpcmYhj36qEo1DRGSXKnoun1pObabV1HdA5242ico5oSgeQRPK92hMBdvctz2TRu4RjSfhgshMWSaaxYDskOzLqyt0HP2dqxBF/iLkMgols9Jv1Kdt/Q1sua+V0b6cDepYoYR7PHwXxjpHciABPcP6Ctq38qZJZSjS3KnvbqZ2QpWMszPwOy97cI9RCsntjCSxJPQPxn6wi/hQoz5adNHvH5knMtkIFdhxQNkYEh0tSzSLfR/U9J0Q59T3MJerJVznBrHg58oY22u7aF9zQJR4EXmnAerilavXU7swxBg+fRVUjL9+5bupPVMGHZer8b74ygup/Wv/7H9O7XzWlGrZ3QEdskbUXpvpeZPjHkciEVvC+GB+FKuYJwtEU99ZX03t9bXrqR0WzDluO1SBtYjOqe9iPv7lV2GvnEa8yBPFeK9Bsip5rAE9Wq8skgJp7YHyLyIyTVXrwwC+vb0PCuqJO9DW5i7WsZ06VYjtw44TyD0USkR9M5UfJBzAP4I+Bdws2lEg+nUYTCblLEkSCQ7nle9TtWuSu3CI7s5Vs4XkUERE9klKKSR5KMfFnHx3FxIP+xbWAH8IX2mSFFBE0jm5CHb2KnKbzggT/cnMXGrf+8jH0A4HOVCSMI+MbIvXTaKUCdoa0/F4RIIiFq44foT8AsXyH4ZK0efOnk3tRqMx9pzjx0Cp6wz6xr8xXfPajeupzTIGLLkQkG8OuogFJQ/jyPkuU5vbJNu0tYN1SUSkNYD/91po49Is/Gm/Ab9rE4V/bw/HWUJifn4+tbtdnH/vxXuMe/O1spTPrG1iLiT0LlGn+TWpKOQxp1iaIqT1J0sSPBZRNEVErpLsUr2OdT5fhq/c/wRkgqY9jMveFs7/vT/+vdR+8RtfTu3GFt5BegOiyG5fNdrx4PBePFMP/nVsFvc7OQ1fdkqw/XeQA1k7yIGiGiSNtm1anwcjFH6Sp7ApRrmU1AyJQjwqFzOJMGQLjijY7sj4962D0/hvruxO17XGU8v53Zep8zmSTDAkHegczxuVBsN5/N7uetQme/z+sygav4Zw+/iaVjLaB7SuUs68W8f6nM3imfJ5M0ecFFgWxsCQOqBzjOXfkCR4HzGGI+Q5mM5+LEM5aw+50oClc8hXYhpqOzxarilJjnphIfkQPp+lwWyWaKCzjrTNO0SU79hHyEgwTjxwv4iIbL3z7th/vy1hiViHc9AhiYFyFvH1ldfx/vniv/2t1D578WHjUkuf+nhq90iebPVrkPaxSVfJIUmhDOUBYZHyzwFJI+5jvjptrD2546ZsZjGHbzIx+VyH8m7OUfmTyVSeZksCX2qx1BbFI7HN9387QLvmEryjLZ3EeZev4ni+8z4Siu8D3amrUCgUCoVCoVAoFAqFQqFQKBQTBP2oq1AoFAqFQqFQKBQKhUKhUCgUE4Rbll+IIt52TxSGAuheTGcIA5PXGRH9pVSE5ILnYns172QPiarHlYW5GnChgPsxjYu3xK+ughopIlIugRrU7WJ79OY2KGmzM2jfgKp7OlSVr9cD/e0YUX0T4jTEkdkH09O49zRR1U4cB0XvheeeS+39llnxdVJQcTx5orYgIiL2HvrMy8L9KkQVY/Qik6JYpi3zWdoNP0NyIKUibNdH/7eJ8upF2PK+0QL165ELqMzoES2uPzTbYUiAeGiIT9R4lgHoDGG7LvwgjtGOThft29qEn97YMCkbVRvPl51BG6VElY+p7WX3YE46E/R/OMMokcvNgz47R5zwiGQskib6dGsH8ejOeZMrk3VwXkTqKzRsMk9Um1NUaX5QBcX15SbuXSTG9SdquP5jUzhnJzErb+52ca2NJu53xyzG7YtvYI77fbRjcx0UyOkyKPyf/dSTqf2Fz/8szl+7ZNzbChHbyhcfT227VOazZNJhJUlaRbVHchebN2+kdmzMXVBcdrdBfRERWVxGFe7tlZupTcWepVbF2LWbkEy5sg0acisAZa88vZjaBRftCGiNcgJTfqFWRmXwa9TGpIN7X7uK5/veS/97ajeaaMf8POiuHkkKWVQZ/bGfQDVaEZGApHCSGP5rO+g3L4NJ1ScfnyTESSy+fxDj6/v19Hi3j/mYRBivjQ3Mx9MLpu7BLlHnC/T7Dsk0bBCtPXSxBkQRzukR549YiAbdr0YVzRdnTWroyRLam9SxhkRN+A3Lr+QctCPJYkxDmiNtF/S1iGLm95GZmboYjae2JQZ1dvQCk4e5mdnUZlmlXZY3oOd0XNNvQsplp+cQZJiuXCij/7c31lN7kYJSluYsyy84RD/dqcPH6/umVERxChJU1RLsGuVVfcovMiQNMLewgPvR83F+HNE688qrrxn3tqmN8wuQbAhD9E23jzypVEJ/TBLO3vOA/C+/c1AtPEO+krFo/lP68N1v/nlqv/bcM8a1GpS/Xjx9IrX/8S/8UmrP0QT79ve+mdr/6Su/n9o3n342tVevIf8cUu567yyu8/E78Z4jInKljrVpP8AYnyH69XKM/Djo4R0t880/S+3kVchOJfdgPZr96CfRpjlInYiItBzEvixRq4c24qxP1cddezIDzvlzF+Rf/cv/W0REsh75fkKydBxMaX0Y1deyYnfsvzF13voA1HIr8egcXlswlzMZplPTO4uI9GmN5Pd8DpauTRIlTKOnR41jWoWoDzJE5bY8895M4WeZhmwG/hTQul0s3hol+geNTMaT02cOYjP3MX8/CembTnSELSLiD+lbjA/bImkw36OxKGO8PkLrxhu07jRofC3SX4houCxTdcbIKxybxwW/D0lgImG3oXE3ZDtYboSymtH8hH9jSFiYgg+41hHyIbcz4jCSbv3g/aFC8nNtyoNjWss5nuTnIdUkIuJU8c7q0DicuvfO1F46fTq1c1M4P1tG3hGSHsIeycztbyIXoiVGwhak9kREbB9jUijhu14YIofpd+HTIX17qPeOiLckg+XzupKYcqluhIbl6HvVHacg2xfYeO7FObyvfRhMnqcpFAqFQqFQKBQKhUKhUCgUCsWPMPSjrkKhUCgUCoVCoVAoFAqFQqFQTBA+lPzCXXfdKf/m3/1rERGpU/XbSgXbmG2L6ORtUF8SGa1IzxV6seWYq/t6RNno97HFmSvsXrl8JbVnZkFBu3kTdFmmd6ysmNuxBwOclyfpiP0mtk6XSRpgfx/Ht7fqdA5LSOA6LAMRjFTJ5ir2TE/rkAxETNv8Gw3QziYJjmVJ9ZCKV6Yt5dWTJ1N75sT51M4RXab27hvGtfJE9S0QRdQjGnlpGpTB83ffldqtLfR/xofPPXABNOvpAqQvGjdRIb61j0r1IiJDkuHo7o2Xxdjrg3a5TvQAlyQkpk6iP1ZW4Mvb6/AtlpMQEbl2HdWBT0zD54s14oUTVSrjuIeHJode3/cteXX1wGciqqh7Iof55Dcxnm9RZcqpvPmcuVXMoeoSfmMvgtszoP/f6rbx+04MHzvtYr6uEedmSBS3WoTflkY4yWfKoHL0CjivQXSPHFF2cjReHYqLW0Rz/PhjT6T2+nXQMAtl0PxFRMTiuIUYWAtB1/TykK9pNRFrKtXJobgmcSTJ8GDe+iHGa2cNfRMN4QOFPMa32zclVqJp0Knn59Cf9R1QU32iplYrGKOdHcxfzyVZlHg8LbA/xPpW8MxluZSn6qgtVHvPk7zLpbfewr3roLUlRA7bXL2Oe1NFWZuqtC4s4pkPznPJhj8WCjgvjrnyOJPRJgeJJBIkB36xTxWa97dRqbfAFLQhKFMdkvkQESm1rqd2lOBal67AB1mKISFKGedJAUkjBER5u+sk+v4fffqjqT1dMzmCb25jzfmj3/5NtInOyXqgmVaymOeFaVDfayewPp5+7MdTu0fSUtFoJeqEaXlUwdqw0ZI4mky/ObZ8Wv7JP/1nIiJy8wYkUFjKq0U5YORhnSmXzXWd5Qp4JBtNzOfNNUi8zFbw+4QkCVgAhanUEfV9r4/YOBiaeWlzYwv3riMHevIJVLBmqTOP6NQ7NF92drBOOcS5XFhELHVHaKnc3mYbz8TeMTsL/59hLZwJgmWJ5DMHfZKjcc+R/MLa1Wupvb8G33rkPuS0IiJ33/XJ1J7pos/3/sO/Su0wizwzT5TSe9Zwj80l5MTBKo7HPnylWsV14ow552+2ybdJLuPc534ytWt33pPa3V/756ldirBetjewxrVriEnZ/YdS210y18icj7/7DlVCJ40tjyveu5O5n8m2rFTaheX8HHocj/Jln+R8vi/9d4+ml6en0Ds4yynwtSKfpBEcjINLeYxHca/bQ0wREQlDtNFhRQh6qB7FU15bXMqhJMH53A6DKh+b60yS4G+WkSxXMBc4JtkTSKMXEXFdR6ZmDtYLlvPhuJxQXIgj7jPzWiy/MAhIRmqAHKVJ+cp9NUhLHneRb7gxfvvqGtacIUl4DXzYkalWJELv0ewrYkgrsNOHRxxnuRG6vHHc7ATjXdr8kYz7w36vnyfoHXzQa8rll78iIiLVqXPp8coMpLzKeYzzmQvIie/+yP3Gte7/mU+ntkNz6OQyvgFlKSZzb3NoYl/sk/ypHMN3G4fmcdgxpaXaLfw9qKPtmQR+FqzT+x3Ji8QsMzdEPMpSrMl4JBuRM6VeSjX4fiaH74UBfYbNF3HO1o4ZJz8oJjNCKRQKhUKhUCgUCoVCoVAoFArFjyj0o65CoVAoFAqFQqFQKBQKhUKhUEwQPpT8Qpwk4gcHVImAqia+d0xExDJoD0ST8MyqkUmCbc39IegynQG2OLtZ+g1t2eYt2FmiX7z++uup3WqBLv/OO6Cr9wYmJ/rYcVRw3dhGRWuWXFhZwfG//u5zqX2KqvXxdvyXX341tWdmIAWwvLwsRyE+gqLoeZNZbZPh5rMyff9BlcPlBy+mx7MCCp904A8l2pp+7CzoWiIiGQ+Uw3weW9WJeSNhgP5bvQnf8jzcY34Z1Rn3LlMVzmvYhm8RfaLdNivS+0SfjanqZxziN9957anUPnUGNINyBT5+/TugTYd90AGOl4jevGVWlPcbOC/Mol3RBnxl6n5QIV5/64CS1x+YNMvbGb6IrB8O6gOPgrqx28Tz7geY79EeqM2rOyaN/hwYEfKXG6Brlm6OpzcUK+inWfKB3QL6d5kqyH71dYz/p07j/OIIpY0rA4uD38w7uNZ/9ygc+X/9Ds7Zl/H8uKkKqE3MEApGxnrx5OnUzmQxb3yin/lEe2rsgw45SYjCUBr1AypXfwA/yBLNjMVSBiTrY8dmH++ugr4+P0uSLudARdrYAN11ewu00akanG4hj7m826D70ZrhUztYnkVExCUK/9ll0OJbOzReW3hWz0Z8YTq/TfRTlyhKDvnN09/A+iZixqpCEXSieVo3j52EnctMZlVxSSyJkgPaaqEIirEVcb6A+T8gCuKVl79nXOpMB36zRevGizug4be5FDNRZAOaxCHNzQr578fOwgcS8qHVXTPuXW3g397apYrQFtP88Rx2Av/N3oBfZ167lNr/5NQdOKeGdohlUs0Cilch5XoJSS5ERNFuNHDvycPBOMVEXw0DUNZdkhork8RXMDTHK09SMDu7kPQYUhwLSEqs30DeUj0PiYxHH7g3tYtF0Nd/6z/+QWqv7aG/bVoPRET26d/uvRt5xM4+pBX26lgfWu0WHYc0Wp4kGpaXT6V2p4fnOXsax0VE+oMBnYdn5TyY5d4GAzM3mhTYliW5Q7pphuRXeJm/een51H7rxadTe+qjDxvXevyhJ1O78cxXU/vaX/xpag/34Y/HFxZSu0yV5rdpPp6g6dwP0L4nSvCVpWmMg4hIOUFeurcCH+psw5czLtG66feDFvK3DMU6993XUjvycbx4BmuOiEhQXqLz0F6HfuMXIUswnEy3EcsScQ/HZn0N0oGdFtaWu+8eUejoAAAgAElEQVT8WGoXcxiv7R30sYjI25chbTdPPrG3h7l9bAn9OktSJyxDkKP8xsgx6H0rICmsldV3jHZ0e4gfloXfs1zMyeOIQ/0BrlUpY63mbwwW51AJt8mkvzO92iEKvyWYAPysIckKTBL6Q1/eunJAKy9SXC4W4B+FAs2vAuZKNm9+gyjU8HfMehkUu04GOH52H+9ZP/bQnaldC2i9LKFNQQ/HW238tjHyDt7p4O8hve8EPktqoFEFyk39AX9voUfgdwBylVHZjaOkDEffIdLz4++75G0Px4ql5BwEyniIOfrSC9dTOzNAnD//tyAFmLfNfmi9inf13CK+vWyR03Du2yF5qDrFoxs3IFGZUExp7eKcegM+E42MWzmH9+XL16/i3gniZ4biwAz5ZZHWpfIUrrNKMhCh4PiJZTO3OX4MUofnz55NbYfl13zk1N9+Bmvfh4Hu1FUoFAqFQqFQKBQKhUKhUCgUigmCftRVKBQKhUKhUCgUCoVCoVAoFIoJwoeTX4ijVNYgIlpixgNVwcth2z7vUA8Ckw4chuC/dAfY+hxSRW/HwXVzOcghWLRdOUuUtZkqUZGpmnKRqoevbmL7tohZuffCBUgDPPXUN1L77TdBP1xfQ2W8mzdRiXgwxFbws2dBhVtcBK3l+vXrxr15C3+pgOfbp8rpLm35zmZNiuOkIHYd6VQPnm+HKhwGDTyn1YFMQsmGbzx0F6p7i5hVKPd2sPV/dxe/Z0rN1haoXz5V5xz24WedDmh+XaI6OlS9NVcGjVFExKJKsCHNhW4LW//Pz2L7fS4iygrJKXhDXCciXvg+URpzWfiviEiuAip4v0mViZfg/8MYfufkDymR9mj50Nsb71Wt/foz30qPPXr/R1L7c3//F1PbIspNSOMvInLpGuheGYoFpRLof5ffwRz3eohHN7dBWdujMbnj4idTu3vt7dR+4Rr8rRJhbERESgX8PVdDe9dW4BtzWaKDhURhJjqLRzGhQs9g0//RRZEpM9NsoO0zM+PDPtOZ2lSxfaJgicgh5cpx0K/93niJoGqVKsgPTWrdkCQ29vZBKx4OmS6ImFwsIUY099F/RY9iDTHZ2h2iiRFtK+uYcT5P0zY/R1XnQ9itXf7/WbouHeWqs0z5KWTQvsHQJIi1dxpk47pbG4jd6ytYE5eXEXcmCnEk1iHVr5BgnkYkgRA6WKOHRA3vXAW1TETktEXxo47zbraZpoV+to4oPW6TlE+G8hQ/RJte3MG61x/l9hH1/o5ZSD/ZBfh8i6qKt2g9zrmUd3jIsf7kz5AX/eRPfyG1HQ99IyISEe0xcOj5AqLXBphvu+vIpSYJloi8l9JkiKq3uACKoWNIhyEO9XssBCNSrUKy5eoaJDxCj8ZiBlRnl3Jlph5H5E8sT7C9g7UppNyzRbFNRMShdcT3MUYe5Z9lkpc5vgxaYZ3kF1ZWMKbblNPOzaFv+r75XsCybrN0nkPt3dmBNEizeWsVon/QsJJY3EO5Ao/kSWpl+FBOMDe3b76Z2vf+yt83rlWkWL5Pa1jJJsmKKkkS3LOY2lM5xIif/vYLqT0roGWvUcV6qYDu/tBjjxntOP/sS6m9vkbyITeup3awj7GzXK5Sz/kK/PdkFf0xCLAW9ZOOMHJ0rQxRvwOStgoyLDk0mfuZhv5Qrlw7qD4/6GM9yVGMlphkS+wpss28r1LCOpAx4j3O67RIpoWknEKizp85jxy028fat30TufPQR5vq5AMiIkOSoWF5g3aHKNEZ5O2OA9t1sRaWimhHEuMZWImh3zf9ptFAvMpQdfup2iKdBX+cTK85UKB4TyVwdx/56+Y24rJH61SxiHlXIQkuEZHqFPymUkZsKOdwXr5vSiW8hze++53UviHwudoiaOeZKmLMwjzuNRjRTGm36L2d3uGbLYxxq4d2nFzCetLYx/mtFvyv3cE9fJJVtL5PfgF/20aWPV5GExIgkyNPliQiwWH+e3wecy528H1r4yr66PJVrPcrL5vSAS4rDFEecc8//vnUfmkP8k5XVxA7GvQueu2Vl1P7iR/Ht6GA8pSVNVzHD82Y99gTkCrKzON7X0hjPYyR/29wbk7v4zM9XNeOkPv6FknfjeTEDr13rq2jjRH1zf4e1jgv96E+z6I9t/QrhUKhUCgUCoVCoVAoFAqFQqFQ/ECgH3UVCoVCoVAoFAqFQqFQKBQKhWKC8KH29w6HQ7l69aBiXIalAGiHcjGDLce8/bzTxZZ/ERHfxzb3ZgcUjzpRwSLalzw7A1qnT1IODaK7syyDTRTlYgltKhFFTkRkfh7b/qdq03Qe6GVDaus80eoefhhVaKem8NtZqpTOtMneCN2OKdJMqS4UQWnwMqBQtdsmdWRSYLmO5BcO+mRzeyM9niGaj1PE/y90YmxBX41gi4gsVUGL2XkXFMWNdWzX91xcNyaqahyBMnT5nRupXZsBRak6h3EXopC29kFTETGpkz3ywcYm2nTqngdSe2+PaLIdPFNMW/1jomCHNHfckf97OX76bty7ibmzuo57N9toX7Z6QAkIh5NTudURS0qHz03Fl+W5l0ER5Oedm8W8XJhn6pSIV8X8f+WVF1P77DIquZ86g2qU89OINe9eQ4XgHMWj8xcfSu0gj/maK2C+WyPU0vXroKe8ffPd1N6fQ7y4+TIqXveyaDdLK7Bsi+ciPoTk352uGStevQQ6DEu9XLgbvlSgqrjXrl6TSYRlWeIcUhEtovLVpkAzLU+B3sVV6lu7mEsiIgktbG2qOh8SDSefB+WvXGb6H8Z62EHsiIkaGkUY0yxJRZRyZrVhV4hC6lM8JJkAZoc5JFHjOETz58rURInPU9XjfNbk8DsuaFc2ra9+jN80iFrdGaFWTgqSKJDhYQX2iGh+nQ5iu1NB9e8cVd6dck2ZFSrwLlfrmIdNqpJrk2SVxQkUMfbshOc8/GZANNoOUVE7I9S+qiHdhN8USHLEy6Mdwz5ytDzJXc3NIp52aK3bJlpcuwM6mYhIjqtqE5UzY8G3u3ugaDfWV2USYVmWZEbkkUTMvI/zPF7ji0R/HsVdpyHd1OlS3kjjbZGUQ87m3AF2meTJLtx1PrW3Gogj2ZYptTMckuwM5Re1JnyCc+ou5ULbO/CDnV2M7w5JZXkkFfGzX4CEh4hIk/zLJykspm/miObrOJMlKZUiiUX8A2pwlGAcowwCwOmTx1P7ofuwTj/0ACrIi4j4Ifo/Zq45zWHbJXop5U2FO3Ct82X065tEu38uh/lbri6l9hMXHjHaMf/6q7hHF2vCUy/D1+777E+kdp6l9ijXTkj2KIrQN75D8yg0Y26RaLLsKz2i5/sUmB13cmjQjCAMZOtwXk1XsR4dOwFKdEB5TxBgLWN5KBGR83fdk9oxLTzlGiRefJ+kiOidJKL3lvX1m6ndo5zXeJcnGSM/Md9nfFoTYqo8b2UxRpdvQEItR/6YrCJPJcVFiSOWIkOb2m0zx/OpfwKSA/qHv/iraAcnV7YpazYpyGY8OXXs4B1pSFKRPZLwGPZojEiubJvyFhGRnU30IUszVenbytIQMelkGbnHW/Tbm/tYK6z7EIfKC3j/yhQ4LzZjfSlL+fYs3tsHJLPYprWpUMLaOU3n9/rwgXYDcg11klBrdsw+GHb5uwLZJFEi1jhfmZy4M/ADeevawfea/TbaPV3B95KsBV8akCSLNyKVwdJ+/P0uWUeOsHAMcWfo43733nlXan/+xx9P7fsu3pvanGOGIa4fjgxBqYp7RBb8qdVB7jugWHV1FT66dhO+W6F1pZBHW2sV5HT5rPmtsUd5XL+HvrJoDrFK7cIMvgt8GOhOXYVCoVAoFAqFQqFQKBQKhUKhmCDoR12FQqFQKBQKhUKhUCgUCoVCoZggfCj5hX5/IG+8flDpeYG2yC8S3dmk/WJbcr1u0tezWWyrbxAVzKVqhZ4HCl/g83ZnqrhYxRb8K+9eTu0oxr7rKdrGfM4BBU1EZGYa8gvPPvs9ah+2RJeKoDEtL6OK9H333ZfaIVdK38Ozbm9j+/b0tLmdmiv37u5spbYV41pZovY59q1Vw/tBI5PJyMlTJ0VE5PK719Pj7SboDQnJJNhUifWVG6Dbi4jkH34itbsJtsNbCfqyTYU3mVIqREtcrIDucX0XUgyblzEO+RxVtvcxJiIi3X347IB81vJB04gCqupK/sE0n4go88xK4oqIBq9IRNpEbXnh2tupTUxruZsqR+cO/X9wREXS2x33ESfhBlErrl2FhMGly2+ldi5v0h5KOcyhegvjdmMNtLFSAdS0YyS/EBH1/dGHQP343d/77dT2iA568SJiwswSqoKLiBw/AxrJoAc//uNvfTm1V6giLDPhE6KQ2cl4Cg9XLWe/EhF56tt/kdodqnj/+c/9NF2AKNols3Ln5MCSRA7Wlj7NfdcGHWiwTTR4l6qV2qbsQWITjSfkSriICxsbkJPJ5TAvuZJyvwMa4nCI47YFqo5B4RoZuyZVhfWyHTqPuDokycGSCw5xUW2iaDskv2DTuBeLZh8YpaMJHjUxieCz/ZE4OSkYhLG8eyiRkx1iLRn0sEZlm4gdZZLBKIhJBW4MMJY3mkTvpPlsk0SGRblKwnOY/M+hNTEvOL6/BdkCjyWxRMSzQDXrDDAXhgO6B+VoMVEuh334bJeouZUl5D8vvQlJl3rDlEmarYGiV/QQf/NENes2kCe166Z8w6QgjELZ2zvoqyLliS5JQL337yIiPq391SpJPYlIzuOK7RgjrvzuknRBuYj44cS4rk/V5PMFrGV3nSOK9lugMxcL5nrZp1g3IDr125Rfb24jT2KpM16ZWh3EqiFVp7ZD2JtbW8KYIzm0Jq37dZJ1yNF6XqtBSmeikMSSDA7W4WdfhOTS448/ltq9FmLHT37yM6m9t7FmXCr24QcbVD2bxyKm2BPXEd9sB1IMDlGKn/ORI7xeRn//mEdrVs58nwmoCnw4QNy0CjgvoXzKopzYjSgO0fo37FE+Tetr8zp88eD3mBdctb46C7mIgrHmTSaN3rZdKZUP+vP0Gcgn1MqI9b02yZ7QuyjTzEVEuvQewb5SYFkYm/LRHHLkAiWnvRbmZkzU5QrJUbGcXG9gtoNzjICkavJ53LvZQgztk2SAT+eHZLNUREixp9My16leD3NhYxNraeYP4E8c1/M5M1ZOChxbpFo8WF8SktuKq1iPowB9NiSpvkHflJHr9ZDvsA+tUOyJSa3gzV2sa29QPlUjKaH8Ft7lt1kOqAyfyxXNd5I8fQdySYbOJn8qFvF8gxa9/9JaWyTZiDJJlMwuYk612qZ0ZruONrZYpqGLvgkCtCNOJdtMebPbGUHiynZ4kD80aAxtkpIsNmDPUtwVev8REVm+B/KGu2t4Z9p7FXH88U/916n90XOUJ5FcYJ7kMbMkkWon6NdqBXEn6JixZm+b5OEckufLoO1+Hb6Y38a3oVITTv12Dd88B32MeSEHH+v1TFmravFkap8/BWml2hS1l3Kv+Bb33OpOXYVCoVAoFAqFQqFQKBQKhUKhmCDoR12FQqFQKBQKhUKhUCgUCoVCoZgg6EddhUKhUCgUCoVCoVAoFAqFQqGYIHwokVbbsiTnHei2TVehZeWSnt/uzmZqF4rQKhmVgWSN3ZC0OHqkl2Ml0N7wB9B1OX0a2mDVKWi3sb5uRBqF+RK0VxLH1DQJSDNsZQWaOoOhqYfxHmLS6rl5E5qcrH3LGmrtNunGjnQCawP1utC8y5PesEeaj86I5uOkwLIsyRz6zeLisfT4kMY0GECXZBDAHvWbRhN6J0GIvt1cgaZqs006tXStvoWLbQ8wRk+98VJqd4esO4v/87gwf8poxynSswtIA8zm9u5B24pVcWN6KPan2CFtKWrrcERjc+sG6egWoY9U8OD/XdKYSaLhYRvGa7HejijHkXyydzAnHiAd3bUc5vLvDKBztNMlnS2aVyIiA5pP7SbrDUKDsk6/39/HXHRIb3R14w9SuzOEX9nUr6tbiH+1AsZDRKRWwt/nzkPTeXUdca5YoFhF+mQh3cOmeOtR+0LS5vQcXEdExMngWbdWoae4U8c8+NZf/WVqzy3MyCQijmNaQ1hnFvPEJl1Kn7S8rZHp4dJvWNfJdvB7J0dr1wAaTX3SLea4PfRxEysizS3SxAwiU78r8HEPxybdKprjAcWRhPQ4LYo8LunrkuSnWPScTsbUjGOtsjAgPcQE7fVIqzCia00Sut2uPP/dA019z0duMmxgfgSkq/bOLmLwhfyIblcPY7TeRZ/FHuagTdqSNo0R6+5GHo571K3LBfT3hXnoikW+qe1rOVgr+y5iqJshv6EYE0zRukk1BXwSUN4lrc21a1dT+/rqinHvedJ0zzh47lYbGmxZF35ay0+m34ggr7Np3nFux3nfwiK02LI5U3euTTUWei3qJ9KQ7bShgTpdRQ5yYh66pbQMSES6pYukV7vfxBo3iMzA1yUtW498liR1xXFx3Kd79EjP16caBvNUg2NtBZqwz72C3EvE1K/MUpyu0nGLrmuR3vAkIQoD6ewerPtbNHeeeRqDN019f2oZ+vzDrrk+vL1+JbVfuIF3mIt3IceovI252mlT/3Vx7wYlqeeoLsHGLvJYn97v7OGIfjpdwAtIizU0a0K8h5jWtWFIerwhab+34YuRh+fuXcW7l4hIYMEPhh6uxXrRmQx8KLHHt+l2R6FQlIcefFRERDIO8skkwoKezeGduNdDX7ojOsIzFdLOpZwyx1rdpIEe0ftQTLmVayPWu6QVn1DO2h9ijfQcs7aHS+vDkN7XItLe7nuIKwN//Psh18FhfV2uVxCNvFC2qAbQMEAbn7+E+jrVCr515LOTqalrWZZk30v6+BMI9Ufiop+KWfhTXBIDXB9mGKI/ejQuUQNjd6WDOdwJEdPzlHAvZnETn477Q8rhA1PbN+7QuJL2c0L1B6IsvUdTfYM+5V9RBs+ar6IdmTz8cmaG5oqILJLOeG8acaVOOuh7+/DzZuPAf+0jalTcjrBtW3KHusWWhT4tZvAM9+SRU0zX6B1pATFBROThX/qF1B7uIr/eXcd6tfH6m6n90h/9aWpzXuvRt7w81aiaOYnvSqcu3p3a5ZG6BTIkvXWKF/0e/OF7v/3/4DjVxJI53G/rM19I7RNUK6fYgQbvG1fxjiAisr6Cf1tZu57aZ+44ndod+l5YLN5aXZvJ8TCFQqFQKBQKhUKhUCgUCoVCoVDoR12FQqFQKBQKhUKhUCgUCoVCoZgkfCj5hXyhIA888lERESmXsE19QFRkllzoEAX15k1sPRY5oAO8B88jCjFtj64PQPtpNUAXyxKVeGoGNOF5orbtkwRCq4X2ZYnSJCLSI0rlmdPLqf31P/8aninLNFls+V9dxdbxUhnb8xM6ZzAgiYWeSTvpEo3KEjx31sOWcaY6JPFkfoO3LEsc+2C82x1QDIWo49kStsLPVTGOK6uge4mIrNxEn3dIimGd6ITiEw2MqK1rPdy7uQvamZtDO84ch7TH3h6uv8vtFpFpl2l/RAMhqg/LHSQW08vofPKViKRBehGoJvt9k26XraCvFpdPwp4BxfH00izsMwfHn3/zFZkUFKNQPrZ/QNPIV+AP20TvLNDzhnVQHYZtc55licbAtFYnxJy908E4VEugmmzQlOv2cc4Fmpe7RBdqkVTGRs+Ugbi+BdrpWyvEZQ1YKobiCPlPSNR+xq/95j9P7TLJPfzkJ3/COO/nPgFKyv5j96b2i2+gTZ/97M+k9ksvPDf2frc74jiR/uCAAlUqYI0KBqBFtUjqxg+I6mmZFPBKEWsFTV+xSWKgSOugU0Qc2SCaeYbWq1KEuTsMQCXyiILoWuZ8tz2sX/kCft/o4Jk47thMRaN2WzavuR6dT2lA1pT48fJEe+6hHT7FJ+6bjDuZa1QmGsjx5sGcbJEkgUUU+RzRwKaIZprPmlInb10h+SVivIZEz8/S3PYo7scJxoKJoh6Nb03gH3fNgP7mhWaMCIcN3G8K61V+ik6iNdi24MthDnafpFz+7DrWwZDYYYFnUiPdIdbOTohO2NgC9a5M0ln5PKhtkwTXcWXmMAcdUh7Mc61GOWqW6OC9ERp9t0d/G/OW8k+SIsoSzZSnHcsB+SRRlKPcl3/L8mQiIlkar2yGKM0niHYbsFwMSYxQO/Yb8BWPZFw4VvG7g4hIn+ZYn2L29g7eBWam4TfblOdPEvZ3d+U//vv/Q0REujR1WiQD9fe+AIpnNouxq+bMd5iVFzHPb66BvtnbwRzs7WM98gKW4cG1dqcweMdsTO6zezRGPdwraGMui4gM+xivkGj7nRytRz20w23SdTsk7ROxfgjsfTq8t0a0WBEpnz6f2lXyZyciqn4EH7QC0+8mBbbYkrMPns9N0K9Dnv8ucsi5BdhWgL4XEensQJKj24avFLn/iIbvk1xURBIoLkkSZEmKieNWLgt/ch1TMiWTgc/36X05pPWM403Gw+99ouRzrsNyRSwbZXvmJw8vj2vNkkRMr0uyiXStfjiZfpMkiYSHfcVSZPwdxpAGsPm4KVlhCX7v0Twv5WmtKPD7Lq7bevvd1I766EuH1oc8SULYA86TTMkUy+d2UfwgGcOQl1h+vAGu1W7A9zc3tlLbLZJvTJlSegtl+HOpwN8xcLw2jXnU6R8Er7V3TEr+7Y+DcUwSBN97ZvGM952GLFClBskFZ0TexiK5ipnjiNXTD59N7WvPQPKkQP3bpcCf9EnyZwC7fhnfc/avQ6LqsZ/8lNGOPOVi8UnKnWPcr0lSVle6yDtm5/FN5VQZY2t18I1qnuQeMrQmiYi8e+NaarcbuG5jB9daJTmK5BYVgibzDUyhUCgUCoVCoVAoFAqFQqFQKH5EoR91FQqFQqFQKBQKhUKhUCgUCoVigvCh5Bcsx5HMIZXZpeqoLlHCtjZRyZ0pnvm8SfFaXwft1/f9seeFRK2oUaW7DtHWqhVsi/c7OF4mSmR2Go/pjHzHdqgLclQV+sc//kRq37wOqnSPqPD7dZZ4AKW3QBS7Y8eXUns4NOmRgVHNEVvMB1Q52XWJimCbtKtJQRzHKa0miIhSt44t6KeWT6d2qwla153nzS3sFlVq/vO/RrXEbhOUeyo2L6+0iO45D9reqVnIFjCmaXu+JKgq3N1rGOc1eIzohnmaUR0a35BKUscx/GzIBWnJ/yyS/Gi2TNpUnijj9x9De8+euSO1n/jIBVz2kBWTy01OpWi7XJXKpz4nIiJLn4CUwNbzoGh81ENM6BE1PDbZQhIQhc+bhZRDhWLHzBsvp/ZnuZ9IZmGd6ElnIszlnoXx3yLayZXIrA59g+j96/RPn74XPv7UW2+k9n4XJ5VIQsImGm23YfrGe/ijP/9D4+9aH3117sTx1L5z+r7U9qjK/ec+9bHU/nf/178ee4/bEbZtS/6wr2ySNMgVYLd6iEFcmT4Z4bvEXCmZ5m9CtED+/YDie0B0wXIJ1ZNzEXzLdkBXY2pZuWJWWPaHiGE5kl+wLNDGXKLUOUQ/Y/qqRWsfV5xme3SNyeVpfaXYHRJNMkMV6P2hScOfFFhiiXdIRYxD9EHgkLxGghgzXWDZHDOnuLSDtWhItDWLZS5irh5OkgsJYokX43iV4spUAf3tkhSDbYMyKiISJST9NMS/hT3cI6a25z3YmYDopyRR9cmT96d2i6i9jx0HNU1EZIUqHL+2ilwvs4A4NE/0tIDm5CTB9VyZmzugHfZIPmG3jud/9ypod+vroAZuboPqKSLyqZ/48dSeozykVkAuO0cyVfNT6P+ZMmLGzhauay2eSm2mIWcpz97eN6WlIpaHsuBDRZIAYNsmKYc+xT2LrkMKVfLghYu4fmzGXM6JPRf+H1Hb+b2g0zGlliYFvV5XXnvhWRERWTyDXI2lc+wixjogCnhsmwlOQPlKhyrC933M5wXylWIMX3m7jfH9zhpy3LOk0TJ1ApXFMx349er3vmW0w9uH33EF+yCBT7S56vyAxo5ktXxrPJU6jjHubd+Mdd1txJhan/K6aeR7A5IY6B8hZ3W7wxJbsnIwdwOSALItftfA3OTXC2dgSge8/a1vpvblv/52an/kCz+d2qc/+Xfxe4HfWIL+C0PE7ga9B9s0dkYOnjXfQwo5xCKWAAgCrFNTFfhEf4j7DenbAb9jcVwZkqQLS2eJiDj0jSKi5yiQrBZHKFJ4mCgkcSKDQzkbllzgXJH73ibpDD5fRCRiWUHjZYs1yiiXIEmviPMhB8eHJMmTpRjI+as/QulnKUzOwz0L/u/R952E7sFydlMkBzKkF/KNm/i+s79prpH1Cvxjpop3szxJI9ok3VWYOrBtZ3L2UTq2JVPFgzHKueiXuWPI4Y4fR3wNQox/EJvxtbkPuZy1dxGHQ/qWV6Q16rFf/aXUbu1gzek1EfdZvmtIx29egxzCemT294Vpep8hKYfqMq518Wd/KrWzr2DtS0p47oGPWFFexTdPu4xvMGcv3mPcO5PH861uQPpm5e3XU7veQd947q1975scD1MoFAqFQqFQKBQKhUKhUCgUCoV+1FUoFAqFQqFQKBQKhUKhUCgUiknCh5JfsBNLMofVmctUzVKoOneWqBUsq9Dvm5XgmdnK1RjbbWyj7nZBzwnpB4vHsCV6QBVXXa76TVvzHfsIaqqIMLkiIrp0qw4q0dqNmzjeBr2EaQkxbe3vEu2sP01UkZFKvxkq0VkpYju/62LbvkPU/j/52jdkEuG6jswcVo/MUKXvedo+7xN1eUgVmzfXQV0UEYlIfiF2QAno+UQ/onMCIiAVibp87gKon5UytuRfu4Zt8e0W6GhTgq3zIiIxUWbbRIENiF7NFWJ9qsIbkqTGFNFRZxdBuXzznXdSexCbFMN/8Iv/lYxDpUpUMx9b951D/YVEnO/7ze2Kt7a35WO/8RsiIhL8i19Pj//M5/92aj+6Biorz6UXX4REg4jImTOosPCcZLAAACAASURBVLlO8jBFoseEC59N7W9+9+nU/pUIflUhdhEz9TMJxqeaxTVP3wEqhoiI9yCkDvxzd6b2S7/7/6b2nW3c7zWqLr1P1EGm89tEbby+fj21Ty2hkq+IyFdfRRtPr6ICbW8I263ehXOWURl0khAnsfQPqTEbuzvp8WoZsWZhCfITAVHznMScH/t1otXYWBuoILxMz6Hi6+p1VC7NZBAfLIurDSOeF0uolDrsYV1JbLMdlSnEhSmqqHvjBvzfIbqbSzT6mP/flstD03H+rTNSmTqXRxutBPRLfwh/YkpdnEzm/xOHcSI7/YO4vEs01YDWq76PZ95qYV3fG5jjtdnGnHRi9AdTFYmlLomLe+TJz2wL/XoHVRwulxDbrQTxouWbfT90MV4Vgd819uBrHQe/n6KfZyif6ROHN2w/n9p7HZIeCc17V4gCeWEKPuQ1qd82MD8l/lCp6G2DKIxkb++AprmyggrMO7uQltprk9/s4LgzQgX+zl8/m9rzM8gLPv6Rh1J7toY8cX4WkhdVkpdh+YXNNbTpJK2DOxugKG7vY20REbEskisj/z2+DMkql+QX2j08X0x5WOLDh1yqOl+mdwR3pA8yRIeOab60WqC/9mnt/d9+7X+SScT0zKz8/H/5qyIislVH/z386MOpvb2JsctRXvHyy68Y13rheUg2eVWc9yDRnvcbiDHPRujzp67h3n2SsHJr6OSzC8g3GP1hy/i7dD9y6oiqgGf7kIga7OP9zibFFWbrxuQrQRExrFtEDr4zMOUXtl5Fn/Qpvj1J72gtovr2JlQmSAQySi4loTmSQ4gpJywEeOZnv/Yl4zo3//JPUvvU44+k9t2f+ZnUdi2MfVfgH76DdeoaSYatbd5I7SJVsF8+hVw4UzBz04ho25kM8hvXo28J9G6eo28PA8rffJKBTEgigGUZ1neQM4mIRLTOORnMlyRh4QqSIvgh2AfHUgVhSM/J8gbR+PMP/oY9Ks2Ac2I6hyQX+B2K8tE+ydzZOYyDnUGsCg0xERHLHi8X4dE4uiRzJSwrRBI2EcmpLRXxLYCUH2S7Zca6DYo/W9uIb14OsStbgi/nawexa+ibkny3M6bLBfkHn3pQRESGAb7f2fTNjKWACpSbuA76UUQkps6cnUPeYvgW+aIf8PcSHN/ZRd5Sv4Q8J+Pydxf08dXvIV8VEdl74+3U7tJUvo/ezZdP4vviqU9+IrVtkoO6voZvglGEeLZYw3umFZjSiIsV3LBcWE7t7Q34eJ6+UW2sQPb1w2DyI5RCoVAoFAqFQqFQKBQKhUKhUPwIQT/qKhQKhUKhUCgUCoVCoVAoFArFBOFDc97cQ4qqS1TVfao8x3QGpijHIyXpmXrmUvXc7W1UydvZgV0lqn5IW/U7HWxxbu6BLt/toE0WXb/ZMqsYskTE1ia2cxep2vz8HFd2xnOwpIRPW8cDumZ9CxTDTMasZudQ1c9Wk+QpLPCSPNeTSUeSJGnF4og5DUSpWbkO2YPLVyC58Pm/83PGtbpE5fLyoFb06L8nekSnEMekbLyHpROLdArOOXkcW+kvvYG+r1MFcBER8YnCIlQh2gFdrENyG1wh1nLw226M59lpwldipq/Y5v+9NPbh53eeR+Xk5WXQymtzoG9+9sm/JZMMh6uqEpV9/gTooA8/AvrEhYvnjN93Ohi7T83+BI43QT38069+LbUf/4VfTO0i+aJ/6bXUXvj5n0/t5gsvpXaPaBmluyCxICJy4snPpLY3C/9j+QVnBv73U0RvXKP/f9un6r8bRH+pEFXxwZHKmWtEAX6pAd/a6yFOFkuge1ylODxZsFK5A640mxAlhwljUzXQRIOR6tC7JOHDlbfzDuL2gKp2b21DrmGuDMkExwalplKCXMPyqQdSe23lSmq3fJMieOFe0KaLNtoRhRh7pgVWqqBBZR34wR5Rv4VkEizLrCrMICUbyRL9ddiHHRF3NppQ+YUgTmSzczCWiUP03xDj2ydZoPUevGjQMqWlAgfjXWP6cA+x3iVZpTLRjfNMZyMq33wR9wtJEqbh45w3ds0cq0djf3EBfl7OYbyrGar4zRXoiRLbIyfo7EESZmUX8alPklEiIhZRZzvkE4mNdlDxYfFGfj8p8H1fVlbXRERkheSApkk+oTyD/HFxAbI2nmXOlevriB+ZLGJMhuikF+9BReXjc8iJPaK4thrID559FmtTuYK+r5YRI4oVkyo5DDAwHtEadyl+sBQDU185N/fIr6cof39PrkJEpE5tFRHJUU7MUgwlzsdn5mTS4biu1A7fKxaOn0qP//Effjm1vQz6NaK1qNM2pQdiki5JKDdYzdBvcrQObEJu48w8+nh1E3P+MlUcny8hhj3+mUdTO5iGD4mI/M6zb6b2Vcqtjs3D5zt/hRxj0yb5umMn0D6SLlqh961LJO3RuEHSLSLSaUBGKiRJmp3fRcxlaaBXXoJkwGTBkvjwtT0hGrRLfXnjDciPrb/xXGp3r6PKuohI2cYYNa+8mNov/v5v4roOYtfc3fendunsg6m9fBL+u7ENyZAbN6/jXlXIOMzMYqxFRGxaC23i5zOF35AMiDjG0LpBy9/NTeThb10D5brVMd//HVojOY/h4zbJ0fzJv/8/ZRJhWZa46bcEdBRnDNERx1nK8uDf+Dyaw/SNJzEkuTAfczmiyQ/Q3wFJMTRIUrNUwHrg2aY0WEQaVpzCWpSv2LQGuXSSm8DnMpQ7R0T7v7uKe5+ZQgwUEblJUi47lMiwVFWngXwqPpTY8SdI9iXjOrI8d5Ab+BaeP6FvXb0uxiqgb2v5vJnPuQ76O0e5oU3f5vjFrEjfEcuUOyyfwTt1u4vY3t5BTtGpI09p1811olfHmESUz99844XUXn8TdsJrFMniVWaR3+UW8c7+9HW0I1cwJTtnQtyvSDJreZa4y5P8Rzz+29V/DpP5BqZQKBQKhUKhUCgUCoVCoVAoFD+i0I+6CoVCoVAoFAqFQqFQKBQKhUIxQfjQ8gvhISUiWwD1xumAQpVQtcEoYnqoeSuHqLF12i7doiqDDaJmFQu0/Zu22m9uohre6g1QLjaYylbAdu+NDRwXMSURurSdu0D0t2PHj8s4rKyu0l9M6iW6YhvXHK12PMwNx/4bt6mfmNTOSUQURWn14i2So9jdAsV7Yw19yTIYX/nqnxrXCoiysbcJitjQQl8S21msAVe5hOMUCkWy4cuRjb7P5eBzrZZJR3epEmKOKkF3ic7uZOHj+RJ8sJhDA4tUIbNG1SMrFWzdT0a24X/nr76B39CzHp8jOY+8ScWdaBAla3QOvYfPfAbSBjw2IiLXrkFCgSUqdomyMTUNOsW9VAmzQlSvxpug7M0//vHU7lwD5ax9BVSvYcZsR34atNEb11Al+G1i5EydOI223gSl8Ik8/HWXKsLeiOBXA6KozfomzefqgCRGyJ+aCXzGouqyVnw0Jf92hmVZkj2kDOez6P/pKTxnKY/5ul9neRzz/zirVVBhHKLFZ4la9O4VyMb4FJvy8xiXcgnUw/UtxPMrN/DbdhNr3V33mbIdy2dAdV6/AgrlMKSY5zAFGmM/R34dETU6pKrRuTzaGpBMjIhIP8DflRLiU47WY0lYZsas+Dop8MNIVg6rps/OYLwikt3gKLw+hG+1+2ZFY5did7GGa9nbiGN5crWlMvzJo3iToflsU/XhIMG9X11BvvSHr5O8hojENcSb6w34+SdOY+yOlUiqiGSjdgPMl5Uh5kt+CIpdSLneYCTe+ESh9IleG5cwpzxaBydVtiOMYqkfyo8VjGdDHzsu+mm6BFmWaZIaEBHxaA7Pk3zD3i5VeaY1ZRiwbyJen14Gvbm5B/9wKEWdn0E7eqHpv6TqIiFJRFTJNzepTQHJV21u43i1OjP2nMVFSA/l82YfMJjOu0/xMZrQtYkRRpHsNA5i5cIM1vOfevLJ1GZ6Pcta+L4pE7S3h5yz3UBOvHX9VZxTxzkP3v9Ial+9AskEHviVTczzd7Zhv/2f/iy1H3v8YaMdj38GbT9H0izPPwtq/9dpraiXERemsqDYTp2+I7Wffvq7qd1ugb46swDfEhEJbNyvnMM8XLmB3MwZkaSaSFiWxIfyUpHgeUIL/rG3jmd++Vt4f5qLkO+KiFRoT1dzC5IcV776TmoHPnKDu//2L6f2hbOQYpidQby59+JDqf3d7z2T2vUdXP/4cdN/p6hifETSL7wisPwCI6ZYQK8JUm9iHjg2UfAdU86QJR5siyn2fD9+t59M7O3syZd+80siIvKP/pt/mB63qNMses5k/OcMETHjL48LD1FEsTum943lu0+jTavISdZITmVpHuuDUI7hjEzfkGWd6N42vf9xWwOWh6A22S6Ou55D59BFR147T9D6mafvXE3Kg/okZzU4zIdsZ3J8aRj48u7KgbTU8hIkdCzK5/JF9HVM7yNhYH63GpD0WJnyJDfBoLoUn7nrjblPcghVks4r07tacmY5tUclDDi+xJQ/BdRebntMeUuvRd8Hi8hbVhs4vk7ft5Yy5lhn54+l9qyH6268ju8K1hTyvo888Sm5FUxmJq1QKBQKhUKhUCgUCoVCoVAoFD+i0I+6CoVCoVAoFAqFQqFQKBQKhUIxQfhQ8guJiMSHW6FdqiroE20vpMp4a1QNeNWQKjCp5iy/0O9jK7NNW62LeVAjIh9b6nfroFns7YOi1aIKsUkH1Jz2SOXYXhcVQAPaOs8bp7kKL9MVPDruD9EHzA5j2lQQmBRFkzoy/rqjVPJJRBLH0j+kHwyHTNWlCoCF8TS81155zfjb92n7PO3Kd6kCs+uDK2ERb2JvDxSgcgX0iTvuAd0+S7T4TBbUpamKWf1ygaofTk8R3WsDPj8zBXrAVA3nTFWpCnUNVN0SVRnOcxXojFlJcnYGFP/lJVSnjQbw7WGvKD+M4HnCVVhZliEeoWcuEx3VIjrp7BzoyU9+5tN8l7FmbmkJ9yB6cfWu86ldufv/a+/MgiS5zuv851J7Ve/bTM+KwSxYCIgAQQ4IgCAJLiCDYYkSF5lh2ZaDliMcVij8oCc7Qn7woxRyKBQhy/RGyWE6rI0mBVEkQAAUSIIkBIAEAcy+9kxP9/RMr7VXZaYfuifPuYVuADMkIdTwfE+3a7Iys/Le/O9/c/Kcf1/abtUhF1w/Xxz7KFUGHhhF9cyFNaoGPkG2Ly3ExXGqODpFFTlDqiz7Ys/9NH0HJJedc6dwiHmyqSE5y8Q4zumH1j/4ZpbdqLy7gyRDLGWdm7uYtjtUjXZo2K3mHVJl1ohkYLHhOq8tIe7nA6rUS2F7YhrywsI47uUry4hlY1RB+va7EY/MzIIQ93WV7vHIp/kjpAq+VDl2kSyMsmQ7EeTw21iuNkqxyczMz2C/QQb3W4YsjVpN2ibo0/8n9jzzNqry5vKInR2qWJvP49rUaY5eWnPv83aEOS5LstiArHaiLsZNlMf1z8bol0LM9za2ubCCMfuto7AFenHR1UmWszjH3GXEj0kfcuqRaYyJpI1caMFIpjoCOfSrx8+m7ZlZ7CcgSZ2ZWcanXMdHvEoKHJtJAtmnymjPw9xTreIat6gyN1t4jJCFyZ477nT2FRw9mrZPnT6Ztoe3Y44/eQLS6DzlCIuLkFbf/07s97Z33J22L5Kt1eQkJK5zi8ihzcxOn0MOdI6+s3MH5tGlVcSVJZqzwhBx4RTZHnEeu20Sc0u95t47QyOIlUY5Xb5C96TdWFXotxPtbtdmL69LNTOG+2PX9J60HZLMNZPF72d7NjOz6SlaDy3Aju7yuR/h+2QR9pGPPZq2g9wvpe2nn4St1//+0lfSdpfmk/kFyEvzPRXOP/tJ7HfmAuLSC88/l7Y/8OlfSduFUcTTnEf2SOMYmyeuIsa89P3vp+133XPIOfbf/wCxa5jybrYALJSRa8/Pu1YE/UJiZvGGXDxJMD80DdeP88mp3bByyi7BlsHMrLsCmbFHMXpyAGubboQ+Dgv4nK2BGnW2G8R8N0rnwevx8+fc8ygXsRbLU/xg2X8hu7n9QpcsYTjGZDMk6w7IKo9yZDP32YVFLNtHzG52XLuIfoetFQLKcQNaSwS08PF6Lj3L4WNqR2RlwWuwKEIcz+bRLyMT6PerF/EMqMP7oWN3emyC/C3Ona3I+LlMh+bkoQHMw57RM5omWZTRs6yM50rpPbYEIEukfAExu+VhrEUbMv5LL7n2H29nOu2Ozc6ur5UaFCt27YGNQKFI1mEZtH1z54a2h+9X64jpbIdSpvgc0Oc+rdmTiG09Ytqe/DGo//3IXY+EtAb3M+gf38exPbLaazRx3tkK4sAU5TAhzSVdH885t+3A8wUzs/378GwgIKuK09/B/Pjj72LOPnQINhLXQ5+uwIQQQgghhBBCCCGEEOLnEz3UFUIIIYQQQgghhBBCiD7iurT9nmcWbEgcLs1CZj43B8lPl6QKV8kagSvQm5lNbcOryWyb4NNr7hMTeMV5YBBVpFmCffrU2bTN1gqzlyAbq66yPMwtYxjRK/b8OndMcl22aGCJR5cq6Tn2CSSPatB3454KnmzHwJYLbEvQ7ZEc9CO+71l5Q5YQUGXxElWnr5INweJV9FepRy5Tb1BFSbLLYKkEazZYOra2BhuOFapYmM/A9uD00RN0bIyVvTsgQTUzmyLp/hhJBqemIJUcJ4uGQarOmMuzZAFjhSVDOZJWXqVK02Zm773/PWm7QLYkvN9i0b1u/YznbV4x1KnWSlqt125P0hyfK6ZuLulyjwFi0i0FOVxrljNxPAnyrgQlQ9U9b38n7BBGnvy7tH344fvT9ofvRXXp6AzkuAt/9+20vXIM1as9isOf/he/4Rx7/Ai2e4rGxoFB3HeTZzD299737rT9NesfgsC34Q2Z+xLZ7sT035eFIqSs1VXIRFk+bWbGhVPDDL6TNCHj4rlhahT3ODkHWZak8/eytUIWcSMk64aop7p5dRnStIjmAx7LzkhNcLxOB2N8eRn2MyMjiMMsgcom7r0TtSCPrtPUWSSrmEqCOBexnLGPyOfydmj/uqS3Vsf8k8vid2YKkOw1ViFXjbquhHx4CPf91SVc8w7NRQUf/XhlDdfs4AgsXnagi6xK/f5HP8B9vlCAFG56r2sRVOpAKr3dME73DSGv6lC8OhMhFrTod9fOvJy2j1zAPZKrwN4k54a6NE80M8vvhh3AUgbXkI0+ukF/2kz5vm/F4vq1qlRw/aJ48/tgdAC/OtMjo9+5c2fazlEV7uEpXOcjR2G91KBciG0M+PMOyRU5P2aLlsOHDzvnwXkpx5i5y4iVA2TTki9hrLTIHqsygFzoyhXEMN5PL0XKk6o1nO/SEiSObOvWr7SaTTt5fN1Ko3YBMXdkGDd9juapLlXhbrfc+SGJWW6M+7xex/XjPhqbxHgaGcUcdHUOlgaDA09j/00cj/czR5W+zcyOUO5ca2D8T0xifrjzF+7AeYzht9aqGLNLVXzXj9luDePyzjtgK2BmtnIFa80u5YJ79yJv/+hHP562P/fPP2/9iGeJBRv2I35C87+HeDFx14Np+8P7KPa+/Lyzrx995X+m7W4VsuG7PvFP0/bQQeyrOYB5o2u8hsE4PXQQ+c3IGMbWZVrD7NgJGbKZWamEOSGM2TqPIDcfZ60dII5xPA08zCe9dmwMx7eYLLZ4bfBm1gn9RLND14wt7EK0Q/JcCDz33T+2bOB/cbZKNpfJc2JcHES/s8UQr80LeZLh9zy7yVDf8VhhS42EJfps51lkqzRaO5axT36+EHfdMUTh2AKKUWEBa6tuAce4NobCwP0Nb2e63batXD5vZmbxJH5w8zTmg9v2414eKCEOxJF7zxRKZLUTod+bZG+wsoK8O5Mly44cxQdaQ1vItgz8HI82CVy7i0wW/cOWfBxT6mSbWCObxRLlbkEWfbtzGjaJQ+PI3wtl1wKzmMExnngKa/5XT9K8SfZ6333xxowP9aauEEIIIYQQQgghhBBC9BF6qCuEEEIIIYQQQgghhBB9xHVp3pLYrNNef815+QoqWDYbeF35HFXOZcuFUsl9FXmRrBlu2Yvq8TvoVeaREVRHrK7hNe35+bPYzyLkjQzbFvCr+VGn27MdXtuOSG/LkgtWc9dbOI+IXvlmJYwfkjwkh9e949h9JT1DVRPbJLnNeHhlPAz7p1riVvi+b+WNqs8sP8hT5cQiyQf37YMMsbaGSolmZs0GrlPUpevJfdRkWSJen6/V0V9f+fKX0/YFqsY6fxHVpQ/tg7R1fBwSMjNLf4+ZWZkkaSxLLFB14BJtnyNLiSzJAViezzYfhaIrq+UKrgX+PlU7D/Pud36e2dK+YYvPt9yP++VNP+eKmr17Z/uVqW0YW7/7e7+XtqNoczsY/x7YNez6JCpIt6hy+eoJWDRse48rqW3/+KW0/Z0/+KO0vUayvYfe/4G0veegW5m9n4g3ZFrTu/akn50/dzFtnzt/etPvscWCmVk+TxXHyR6nSfYLgY/+KhVZ/ocJIepCxtXpIB7lC/iu5yOuJQm2MXMltW06dkgVf7nCc0xy3G6Hxyn9hjrOqVEguVoHEigzs5iOwWLxLMUan2J6mHEl5f1CkiRpv7J0uJQjyV4B0vByAdLSAd+V5i0tQ5a8WMdc1CBri3qE/q556O+EJKDdPKrAZzM4djeD7+ZamB8LsTtu6lTF97uz+E6rgZixbQjn3vGoYnUbFg8ZGgPv2Ivf3aUx3s26qWQthDytSilXrkLSuwT/8F//+IvWjwRBaMPD69ck79gqoR8LJAveSbZN5Zyb2+UTxIO9t9+atmtkp1CgYywsYJxFlFvOXYFVQZ4koBWyMGM4RzUzu/ddmGsee/yJtL17F6oxD5AU8cIF5E8eJcI+ySYDigsnjh6l83N9O46fPpW2l1YhReR8aHHVtcnpTzzzN96p6VJO+/LzqIQ9OML2XbjebPNhZpbLYZ7q0FzRpbmm2cLYqtN6bWcJctHhyuY57RWyJWr56Mevf/sF5zyurv5u2i7QvrpN2CD94HvfStsh3SMdOr/jZ2HP8eOXkLewZcjzL6JKuJnZxTncC5cWIPX/1U9/Km1v277N+h3PM8tvyI7jZHP5eaOIGJ0vYw3dXq4Z06Vq82vLiB+1PKTwo7thp5Cl/CHukL1MTHGM1sGTU4gXw6NULT7jzhU8DnyyjvIS7JejhGs7tbntGluzeSS793vk7xn6ThxvbqeYy948VnZmZm1KVyKyFQgpP4mCzW0LzNwYz9c2pHwg4BFJ/dXm5zLUjUPb2aoHOWib5rVSj0WTRzvg5woNioER2QENVBDToi7Gb5HmP57X6mS/UF12n0N0yAInoH3lfYzUiObqeCN2+f71rTn/IVmrrtpT337czMwefeQj6ef+MGL1j46+krbfsR/2Pddyomt0KLfxAvRbuYLr3W6SHWcdOWqtRvlPAd+tUPzK5+l4AfqzTVZSZmZtOg8/izFTJ/ufV1/GM6BaHXPf3XfBOqhAY+byAqylak3sf2IUsdfM7PRx7PdvnoD9QqOBc4wo1046N2b7ojd1hRBCCCGEEEIIIYQQoo/QQ10hhBBCCCGEEEIIIYToI66v5LCXmL8h0avX8Yp7gSReGZKpchXCfE8leD700iJet5/eDun9mTOwcnDkEPTq89AQJGWzF1HBM0/VgxOSv7V6Ksc2SKrPsg4+nlNNkSTUPslIwhyOUSK5fCbs/d2A1QR1qrjdbuMV7kym/6Ufnuebn1kfIyWyGGi3IA8bIHuCmKwoOh1IUM3MkoQrFm5eSbLb5oq5JC/JoH+/8U3I3Faunk3bB/aTZKiCc2X5tdl6tfT032h8FQo4pxxtwxYKjv0C9S9bbbDcMNcjj+T9OpYNfI5hf1YT3wy+F7eqRPtmtvmJz+Mn/L7P57jVMWibgKViNI4D+r+4/AjkvPn7UdXaeqxe9t8BO4XP/upn0vbyCmRFH//gwzhXlgn95r/e4mzffsRJYvXmupzl9Jkj6ec5kv9OTEAKuLwC2Wax6Mpaow5Vfp+FHH1l8VLaPrQXdkGDJIudpKrb47upUncW2yRk97O2Asn0/AwkyGZm54+/mrZPn4SlUaOGMZHNYA7mvmPJ6tAQpE7ZLMnSxiF9a/RIm4fGMKaSAPutLUJSu0YWSL/x+9+zfiTxzK4pP4tUdT6XI6kYxW26FJYMwhrBzKxdxbWpkV1TNoM5YGIb5pk8ycCKBcTts030UVKlvqZ5YriD/ir2RKgLPo43a5Cnrc4gdyvP41xbLL/s4hhRhPP4zJ24HlWaZ5d7Yu5MDWN7sXE+bR+46760Pb17u/U7cRyn1ZIvXUJcMLKW8Fh6ePvtafvWPRgDZmbbdiKWGOWWA2TfwjLT8UnEscUlsk2ZxXcbTeRYq1X0O88t337WvWdHJnDPc97OlmbHjsFCoUWWZstrOF4uR7J9Oo8CWbG1KLc2MxsYHt20naH4zRJZV4TfPwRBxiqV9f4bzCBGdJYwH8+TDHmGrlORKrebmZXJps7Lcv6AcXDhCuavk6cwv0xPIy6EZL/CkeQq5Qhs8OL32Fe9egT2T7UW+v6BeyFb/d4zT+O8B6haOtngnZnBXBh3GrQNrsGLL7jWD0MDmMOmtyOuvHoc53TfYddaqB9ptpt25Pz6ved7uCd47Xrr9B58zvL1UeSKZmZ73/1I2h7Yg3wlN4w1l+fYEKKd8WmtQTL4JKZ1B63PeI3k9bxK5kj1vc3X4N0s28nhPIIQY3Z5bTZtz15BnhRRlXvz3TUjp8l8DfneCYOb6903n65fTHNLl/LRmPLGXscAj5+TUN9xJA/oOgd0/To0h0QejheW6PnJMOI7x55Sj11RGLB1BufC2FeHOpgtF2p1/g3U7z6uR4uuTa3lyvg7ZD/Sjej5EB2DnLQsvvbsoX/cF6zV6drpS+u5/Tcf/0b6+fs++FDaDkrIFZ57GVY5dxw86Oxrcgyxx3PWJxgPtPD2QwAAFR1JREFU/KxreBBWOU16RtdoYa1x8dLZtB03T6TtSp5s0kYxL5iZ5YdpjZdgnBx5CTYSrx7F/LiwAguo2+9A7saxqUBWlzHZ8fWu8Y+cQh58ag6WDWydR45p1o1kvyCEEEIIIYQQQgghhBA3PXqoK4QQQgghhBBCCCGEEH2EHuoKIYQQQgghhBBCCCFEH3F9xptJYl6y7i3SJt/TTAbeSEtL8LxoNOCF0W67niTXfMjMzC5ehBfOMPlobd8OX41t29A+cwZ+OezzFUXkXUa+LzF93uu32em455V+hzxa+DvsMZYjL43BkSHaJqQ2tgkzrqFKkuDY7Q6uYaMGX5bnfvDipufXTwRhaMMjI2ZmFrcxJpICriX7QIbUd7395fzt/BO+wz4t5qOdy8KzZefufTi/AF49nTbGpeNj2uPFFNA58phgr7oieccVCuSznHW9gdLPyUfPd/yC3XGTIX8qC3Kbfv6z8pXtBzyvj4yLenB8dLcgJo8wn/o5idhrzA3tfoL9fuRD8FLja8WeYv06euLYrNleP/vRMcwZqzQv5fK4Ftund9J33f/jrLfhIBiRb2Q2i+2yFNPZtzc1aDWzbgdXk+dB9iOr1cnbtOH62ibkb8bHCEPy7+IYQWOiVKIYS0NrZBt88w7e+860ffXCvHPsXBb+jQsL+Df2/+5G/Xu/XcP3fSuW1mO0T75+ZMNuHRoPLZpj1trsNGm22kRuFNHnXoy+HxuBb1yhgBg+v3A5bZ+6SH7Pecwlu4oYW6MhOtVP+GhmRTpe3sP5LsU4v2oTY6VDJnCOJbeH4/3pj+AF1iEvsPIAjX0zC8lbzHyqKxBguyBwv9OPeJ6X1pHgWLqD4srwEDzePIrd81fQv2Zmt+/fn7arDYypiQncq5xTr6wiZuQKGB8e17WoIZ+ZnoZn7+nTyKEvUC0KM7Mpys25ZsXCAs6XPTLzlNuUyxjXnI/nJuBtd+wEPOtuYR9hMxsfw/E4N2+1EOv+y7//Let3yqWCPfjeu8zMrHrldPr56hzG0NBGzmzm9vvMeXjzmZnN03polnydMyFu4mYb4+7xv30sbT9w+K60feniTNrudjD+eA7ZM4GxXMi49+8jD78vbe/YgzFbyOL72yfh4dsmv9xmgzwqae68uozP19bIP7zs5kkHDrwjbWfJe/PJZ55N22XKx/uVK8uL9t//35fW/6DrxHP+53/5H6dtXktZjy9o6U7M++UANRe6Ocz5M4sXcQiK43tHduAYtPbiHIo9eKNo67yWvZk5dXfaER2D5rkM+aoGRs8COohhoWOA7+Z4/GygS57yRmvCxL+53n1j72zO9D1qJzF7Kff8floXR/ScJGb/ZX9zb2/27XVL4uA+H6U54Nxl+GAvrdXNwaN1N517hs6Xa9MkNB6vLMNf/loNDjOsHczMYroG9YZ77/DzJfPpGJSrdyj/6m781riPVlaxhVb31+egE/NX08+b3/h62r7/gfen7YHx3Wn7hZdedvZ1x769aXvfLXj2kgQcI2hdS9eUa50UCmivVDEXXVo4jmN/75m0vTCPOc3MbIh83CvjqEnQjnG/f/c7mDMmKWcaqWCbOMH4Gaog/wnaHP/cfHytjvluqYb5NU/PfTpUeyCKbyzu3FzRSgghhBBCCCGEEEIIIW5y9FBXCCGEEEIIIYQQQggh+ojrsl9IzLP2xlcSknuePXs2bZ87dy5tt1otakMqZma2StKxQgFyj24Xr6wPDkLKdfkyZImLi4tpe3YW1g18vHYDr+p36TX6Vo8NRLFUTttrqytpm2XQLKvj1/lzObz+XyziFezhEbRX1/A7hyuwlljfL56pN+qQH2SCzS0h+hXPMws3ZKK+B8mWR6+ds93FwABeq3/tvjaX+rJcJNni83oDfTFBdhksVY8ivJ7fZTuP1zmev4U8xye9c4akavkc5LbOOHMkHTlq91g/kJyFZdD8/fvue5+Jty8/iUWEv8X/xSWvE823sllgWC5rfn9K6hOLLequy1wyJFOvk+1LJof4XAhxn9VXsI2ZWYtkWbUa5oZKEfdjPod4kZBMPSJbIKN2TPNPs4vr3a4hNkU9lkCBj3s8RzEzJOkSqZWsWIFEKaEpvpDH5+ZvbgEzunun8/fzz3w/bZfzZPVCMSiK+3OsvJb135HELKFDu0WSZLafalPeYWaWo/g+Pj6ethcXYQEyNw+ZNMtPOzQm+D5td5AftLpkmUASrx73BfMTjLswwTl6AX5TnuRsQ2S1sbIGeVmziftizTCPdTskl+u6c9RD7z2ctscnYIPCVkftHtuKvsRDP01NkU1CneSdVdzbbGHyMF0jM7MZks6vktT0/AXkuLEjUcT4qFEf3XrwNhybrBTW1tbS9p59kEDu3APZpJnZ8hLya87Td+3albabJBNkG4iVZcRJtmgYHMAYOHDrLWm7uuauC2ZnzqZtzrX5eDcD5VLe7r/3gJmZ+bYn/fwv/s//TdtrNCf4Afp6agfGmZlZ5zwk8ieOnUjbbJswPoG11LEjr6btr3/1b9P2Ky+9kLY/99mPpu1iCfFszy0YA0ODyKHNzEYGsb4Zn5xI27SkMz9GTMqQjVHgZ+lzHC+OEVc4NnZjd66u1fBvTZrrP/Hoh7BR8sbWVm93unFsC9V1GwpenxhJy//kq1/CxzQ3t3ot2Sh/KIRs8YQY7YfIlTht/NT7f/ENz9VZ/1CelaX+NXPnS6P5bCiL8ZWjrmOXBI8sF4q0xhooYF1fCBHP4p68tka2Wl3Kadi+rp/t3DYjYDsFx7WL7Nuos/0eSzjHmpItG6jNVgyOHSLlox7txyOjqtIgxtzAONn/LGJuMTPLkc1lLuDfRDYctE7v0HmwpQZbl3VofmWrjqQndnQpRw/5+pBk3o83uTb9475g5vkWZ9bvo2oN99DLM8hh6k89nrYf/eAn0nZ53F1HvEKWS0mMfttFNj1sxxXFbJlKp0T7HCwhd63ccQ/aY9vT9gvPPWPMt55+Mm2HGdgYjYxhvjp5+mTaLuWQdz/52J+l7fEpWDfcdtd7cE6TB+lobtzIZTBOxitYN2bYyi6PHLxed+e4N4ve1BVCCCGEEEIIIYQQQog+Qg91hRBCCCGEEEIIIYQQoo+4LvuFbDZr0zvXpVp+hNfPL8zgNWaWzrPcq1c+xdIqrsq7nyoAs3TxPFV8nZubS9ssL2P5cCaPV/ijhF5jDlgK4J5vwnIWp/ozmhmSD/LL1VxFs0VSuICOl5grq11egkSPX/WvVEbs5sJLK72zJM/omsW90qBr33wd6Yv7HZIiU1lNrmTOVgcFqpDLMsYowfm5Q8D9/w+uXM/SOO77DP1WPoZH5+cZnQefK0mgmj3V5YMtSsT6N0E1cXGd8FBgyVMcu5vROGGZ1ZYysy3ux7c7XhKZF6/LtFo1VMuemkKc5wrtp06iamqpiM/NzBYuo9p7q4W5bO8OSIlLJcjDErYkiDAvJR2cR9CF1LDawpzYXIU0v15z58qE4kVAFc1jD/PJ+DCkSAMTmDfX6hgHC7M4j4ji2aF7cU6nSCZlZtbpQrY/tQOy6flZ2CElN4E80TMPMZrvHZZ+sWwx3vr+yOche85QHOf8pEPyPbZ74G3yNH+wfU+QIVsG2j7qOae2I4HEdtt3IN+6dS/6NJ/BODh56nTaPnECku4MqxBJzpgL3FSyMogcJpPFNeDf3WjcmLzs7UQURbayvH7vlsuQ1LGEeW0VsWDHdkgDf/jyS86+xkYgX6+uIQZMjEMaODKC68p9+tzfP5+2OzROOVfmfLxUonPNulYsvsWbfodzN87nq2S/UC5gDI2NjaVtno3GyPqqVMwbs1LDeS2RXUmQK9vNhGee5YL13x5SfH/kfQ+n7Qblknztry6gErmZ2QDZptzyL7fTdxCX2R5u1x5Yb7zy0otp+z/8x9/Z9FwrFfSRRz4/fuCOG0dlbZTjOjZBZLlG00YUYZtmFWOL05AuS+Ujdy3V6VBsJb+HIsfKVv/b2nlmFl67tGQlwHaIF1cxPnjVEvf0V5ckzmECmXHIkx73d4g+/cun/xL72UKyHtJ6JEtj1LFbMDcH5Ujx2Y98krbh/sV90e1irLzw6g/T9o9nMX/x72z05FZs2Zj1t1g/9WkuvBWzl5bor81/W5b8LsKMO7fzOpqf43iOBQKtd2ls1pbpehcxHjM5tirE9hO7MIes1WEBYGa2WsfcNFxGfh/SWjuk+79LNmgBzXkRbd8gi5eYtu+17eS8uEhznk+3gk8xzesr34V1EsM6shNgXg49/PaLNBd96zvfSNsf+uDHnH0VR2Db88px2BtUKY/Yuxt5aYVyKY8tNBxrus3XrlO0/vnwx/6Rcx63/cK9afsy5UYhebrc9a4HcR5kDbtwFevBp7+G3O1XysihD0/g+WW36/b53bcfSNuf/9xn8CsoZrboeWatCpuLZ/4G1g9vhN7UFUIIIYQQQgghhBBCiD5CD3WFEEIIIYQQQgghhBCij7gu+4UTx4/Zxz7wwA0diCvnmpnt3InqeLfdhmq9Bw7gFeXJSVSYu3gRFV7Pnj2bttttyEYmJiBTGxyElPbqVbwi7lQMNbMw5MrieNWaKxqy7LJDVagTkp2sLkHS0G5in8MTkD15PdXwEnpVP0PSR5Y03AycPnXWPvXLv/6mt//yn/0x/bW1bCGg6xkEbG+Az0l5Y5kMyc5ZHkLS0XCLaqB+T7X4LPUXy6AKVL2wt2poegwac9x2pG00FnOhew1IrWc+nXv/i6BF3GOb8EYkW0jDbrYY8ubxLNyomM0SK745Vlcg48qSpNDPuPc4Fd62XBkS1KExzC0sa22R/LTZgoxm7hLmrkIFcqO1Jux3kjZVOi/i3jcz49u/0IZ0eVsBEqWRCuRnC6uoElypDKftxWAZv4EqlXsxftvIkGv9MzUA2fPSKuwblqpoD4/dHHZB124ltspxrBicitC0TadnXt/inmR5foekxCzza9N8F3o8/6DdpW06IUni2661VJP00BHJVwepan1lCOOgTXYIU5R7Xbp0KW3XahizHl2PwSHsc/18EX+6XbaXSDbdpl9ZmL1gf/g7v31D3/39//FF5++BCixUtk0iFrGdxwpZHVxegAVKSLHu60+gInWZ9slzS/38OWzTE2/GBhFLOAdnKwZmahJ5d4WkqJyPVxuIe+fPz6TtU+cRG83MqhR02V6C8/mbgSNHj9k9737wNZ8fe+GptM15LLcP3HrA+c5DDzyEPzhmUDuTQ5zIk1T5wQffm7bLFYwDlhcnCd2nVAW+1XTXUjzJdjn2UHzLkH8LW9ZFJHtmrw4eA7zWa1HbzKxDX2qRzUJIS9z7HvmE9Ttri5ftyT/9g9d8/tA/+TdpO6A1QcKS8657zbK8PvFdS4RrxLTGjbvo3+NzF9I2r499n+9fmgcTniPd+dLzaA3Dc+w3/wrnHrB9GM6J5dgzdE4Lq4iNbbLj4P2buTFxiCxe6Naxv/7if7abicUF5G6xY9lE7RDXxfPcfIbzIx5rvN5l2ym2X5q/cAXbZ7Gf0iDmuFGyEhseRp/sumW3cx6XTs5iXzWyO6M5yOg8PGo3yK6FLQxbbeRAzQ5iYNzzHCKKMaYiinVFio8ZurbXxm+/rdHjjTOOQno+Rf3ZijCvnLgIO4PW1/7C2c8jH/542h4YhEXB0WOwSWFLp0O37knbxRLWWGz1xs/fHOdA7is3JbadY7AnmqC1TqOOvHZwDe0gxJw4vQPntNrEOXVjbMO3Uxy782OB8qypUVhE1Bo43nIL98feaWxzPehNXSGEEEIIIYQQQgghhOgj9FBXCCGEEEIIIYQQQggh+oi3TP92/vz5Lf9+9tln0/YXvvCF69rv4cOH0/ahQ4fSNkt1ClTBLtMjsWVJ2eAwpKrdDktV8G53lPAr33gmzjIhUjpaMQMpgUXu5Z6Y2JG2uQrnzzu/9Ol/9TPZ71f+/L+lbZ+qibMkJ2EZGPW177njhiVD/JJ9mOXKoCT9IHlAQJLZYEv7BaqombiSfGcM0v/LRB23sqt4a7hey4TXI9jCskO8OU7OrNjHf+uxn8q+vvSfPpe2lxbP4h9yuJnXarA6aLbpJvfatA1V/G1SlekC7v1iCfKzoODaGeQK+P7YBKSzDSoEe/EM5tPhCXx/lKT2tWVYBI1vg5w5R54zXo91wNxlWFXU65Dt7T9wa9qeHObz/ar1I8srK/blr/50xg3z7rsPpm330vJYQTvrzBlkI0Ty4ibJzgKSu/ZWN6+3MB/ENGe0Kbe5uojxG9PnV+ZReZdzKa4gPTKCft+5A3ZavUR0vmzFkCT9Jkb86fJvf/2f/Uz2+2u//e/SdkA2PHWqrMw5cYWsW8zMxscg+wspXy6XIYXlPDogueNgEbkNW9NUya6luoI4FHru3DlYoqrXHsv5fz7y44P3fOAtPd7y3LG0zXEhMfQj3fI9FnI9uQrJtDmXDagCfbuNmNTlSvMRtzlGkNSeTqTZs15qkhy6yXOsl7WfB575X3/4lh7v/b/2m2k7poktJJsg/jwiKXLQY4HAsv2E9MvPnziOz2lf3OY1eEKxJA4RR8yn9VLPsTO0flpuItfxNndQuinwfNwTPsVuthGwiGTuPd/niN2OyUYqZssW7i/aLdlOJS2yTKnD9mB5HnaZxTLWwWPDbl5crCCHXb5KeWoNc81gCfNcQGvqv37sCROvT5IkFm3Mu2xp0PSKtBGa7Q7+OD6LPjQzix7HuuDRD/1i2i4M4BnYzMxZ7LaLeWJwCP3MOcj4CKzDeJDxejzptc2gucWn+6BcQTubw1psdQ12V60W8pZD+8fS9uQYPV8km5hc2GPnF2GOWlqE7VSrDfuFEbIeGS3jGNeD3tQVQgghhBBCCCGEEEKIPkIPdYUQQgghhBBCCCGEEKKP8Laq1Lzpxp63YGbn3nBD8VawO0mSGyuP9xajcfO2QWNG3AgaN+JG0LgRN4LGjbgRNG7EjaBxI24EjRtxvWjMiBvhTY+b63qoK4QQQgghhBBCCCGEEOIfFtkvCCGEEEIIIYQQQgghRB+hh7pCCCGEEEIIIYQQQgjRR+ihrhBCCCGEEEIIIYQQQvQReqgrhBBCCCGEEEIIIYQQfYQe6gohhBBCCCGEEEIIIUQfoYe6QgghhBBCCCGEEEII0Ufooa4QQgghhBBCCCGEEEL0EXqoK4QQQgghhBBCCCGEEH2EHuoKIYQQQgghhBBCCCFEH/H/AW4E1LlOSEBFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c52e6bf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the images in the batch, along with the corresponding labels\n",
    "fig = plt.figure(figsize=(25, 4))\n",
    "# display 20 images\n",
    "for idx in np.arange(20):\n",
    "    ax = fig.add_subplot(2, 20/2, idx+1, xticks=[], yticks=[])\n",
    "    imshow(images[idx])\n",
    "    ax.set_title(classes[labels[idx]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View an Image in More Detail\n",
    "\n",
    "Here, we look at the normalized red, green, and blue (RGB) color channels as three separate, grayscale intensity images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c57621f98>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rgb_img = np.squeeze(images[3])\n",
    "channels = ['red channel', 'green channel', 'blue channel']\n",
    "\n",
    "fig = plt.figure(figsize = (36, 36)) \n",
    "for idx in np.arange(rgb_img.shape[0]):\n",
    "    ax = fig.add_subplot(1, 3, idx + 1)\n",
    "    img = rgb_img[idx]\n",
    "    ax.imshow(img, cmap='gray')\n",
    "    ax.set_title(channels[idx])\n",
    "    width, height = img.shape\n",
    "    thresh = img.max()/2.5\n",
    "    for x in range(width):\n",
    "        for y in range(height):\n",
    "            val = round(img[x][y],2) if img[x][y] !=0 else 0\n",
    "            ax.annotate(str(val), xy=(y,x),\n",
    "                    horizontalalignment='center',\n",
    "                    verticalalignment='center', size=8,\n",
    "                    color='white' if img[x][y]<thresh else 'black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Define the Network [Architecture](http://pytorch.org/docs/stable/nn.html)\n",
    "\n",
    "This time, you'll define a CNN architecture. Instead of an MLP, which used linear, fully-connected layers, you'll use the following:\n",
    "* [Convolutional layers](https://pytorch.org/docs/stable/nn.html#convolution-layers), which can be thought of as stack of filtered images.\n",
    "* [Maxpooling layers](https://pytorch.org/docs/stable/generated/torch.nn.MaxPool2d.html#torch.nn.MaxPool2d), which reduce the x-y size of an input, keeping only the most _active_ pixels from the previous layer.\n",
    "* The usual Linear + Dropout layers to avoid overfitting and produce a 10-dim output.\n",
    "\n",
    "A network with 2 convolutional layers is shown in the image below and in the code, and you've been given starter code with one convolutional and one maxpooling layer.\n",
    "\n",
    "<img src='notebook_ims/2_layer_conv.png' height=50% width=50% />\n",
    "\n",
    "#### TODO: Define a model with multiple convolutional layers, and define the feedforward metwork behavior.\n",
    "\n",
    "The more convolutional layers you include, the more complex patterns in color and shape a model can detect. It's suggested that your final model include 2 or 3 convolutional layers as well as linear layers + dropout in between to avoid overfitting. \n",
    "\n",
    "It's good practice to look at existing research and implementations of related models as a starting point for defining your own models. You may find it useful to look at [this PyTorch classification example](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/cifar10_tutorial.py) or [this Keras example](https://keras.io/examples/vision/mnist_convnet/) to help decide on a final structure.\n",
    "\n",
    "#### Output volume for a convolutional layer\n",
    "\n",
    "To compute the output size of a given convolutional layer we can perform the following calculation (taken from [Stanford's cs231n course](http://cs231n.github.io/convolutional-networks/#layers)):\n",
    "> We can compute the spatial size of the output volume as a function of the input volume size (W), the kernel/filter size (F), the stride with which they are applied (S), and the amount of zero padding used (P) on the border. The correct formula for calculating how many neurons define the output_W is given by `(W−F+2P)/S+1`. \n",
    "\n",
    "For example for a 7x7 input and a 3x3 filter with stride 1 and pad 0 we would get a 5x5 output. With stride 2 we would get a 3x3 output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the CNN architecture\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        # convolutional layer (sees 32x32x3 image tensor)\n",
    "        self.conv1 = nn.Conv2d(3, 16, 3, padding=1)\n",
    "        # convolutional layer (sees 16x16x16 tensor)\n",
    "        self.conv2 = nn.Conv2d(16, 32, 3, padding=1)\n",
    "        # convolutional layer (sees 8x8x32 tensor)\n",
    "        self.conv3 = nn.Conv2d(32, 64, 3, padding=1)\n",
    "        # max pooling layer\n",
    "        self.pool = nn.MaxPool2d(2, 2)\n",
    "        # linear layer (64 * 4 * 4 -> 500)\n",
    "        self.fc1 = nn.Linear(64 * 4 * 4, 500)\n",
    "        # linear layer (500 -> 10)\n",
    "        self.fc2 = nn.Linear(500, 10)\n",
    "        # dropout layer (p=0.25)\n",
    "        self.dropout = nn.Dropout(0.25)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # add sequence of convolutional and max pooling layers\n",
    "        x = self.pool(F.relu(self.conv1(x)))\n",
    "        x = self.pool(F.relu(self.conv2(x)))\n",
    "        x = self.pool(F.relu(self.conv3(x)))\n",
    "        # flatten image input\n",
    "        x = x.view(-1, 64 * 4 * 4)\n",
    "        # add dropout layer\n",
    "        x = self.dropout(x)\n",
    "        # add 1st hidden layer, with relu activation function\n",
    "        x = F.relu(self.fc1(x))\n",
    "        # add dropout layer\n",
    "        x = self.dropout(x)\n",
    "        # add 2nd hidden layer, with relu activation function\n",
    "        x = self.fc2(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Net(\n",
       "  (conv1): Conv2d(3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv2): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (conv3): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  (fc1): Linear(in_features=1024, out_features=500, bias=True)\n",
       "  (fc2): Linear(in_features=500, out_features=10, bias=True)\n",
       "  (dropout): Dropout(p=0.25)\n",
       ")"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a complete CNN\n",
    "model = Net()\n",
    "model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# move tensors to GPU if CUDA is available\n",
    "if train_on_gpu:\n",
    "    model.cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Specify [Loss Function](http://pytorch.org/docs/stable/nn.html#loss-functions) and [Optimizer](http://pytorch.org/docs/stable/optim.html)\n",
    "\n",
    "Decide on a loss and optimization function that is best suited for this classification task. The linked code examples from above, may be a good starting point; [this PyTorch classification example](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/cifar10_tutorial.py) or [this, more complex Keras example](https://onlytojay.medium.com/mnist-cnn-optimizer-comparison-with-tensorflow-keras-163735862ecd). Pay close attention to the value for **learning rate** as this value determines how your model converges to a small error.\n",
    "\n",
    "#### TODO: Define the loss and optimizer and see how these choices change the loss over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# specify loss function (categorical cross-entropy)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# specify optimizer\n",
    "optimizer = optim.SGD(model.parameters(), lr=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Train the Network\n",
    "\n",
    "Remember to look at how the training and validation loss decreases over time; if the validation loss ever increases it indicates possible overfitting. (In fact, in the below example, we could have stopped around epoch 33 or so!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1 \tTraining Loss: 2.079363 \tValidation Loss: 1.819619\n",
      "Validation loss decreased (inf --> 1.819619).  Saving model ...\n",
      "Epoch: 2 \tTraining Loss: 1.687764 \tValidation Loss: 1.571447\n",
      "Validation loss decreased (1.819619 --> 1.571447).  Saving model ...\n",
      "Epoch: 3 \tTraining Loss: 1.504655 \tValidation Loss: 1.425305\n",
      "Validation loss decreased (1.571447 --> 1.425305).  Saving model ...\n",
      "Epoch: 4 \tTraining Loss: 1.399993 \tValidation Loss: 1.291033\n",
      "Validation loss decreased (1.425305 --> 1.291033).  Saving model ...\n",
      "Epoch: 5 \tTraining Loss: 1.317205 \tValidation Loss: 1.258378\n",
      "Validation loss decreased (1.291033 --> 1.258378).  Saving model ...\n",
      "Epoch: 6 \tTraining Loss: 1.237934 \tValidation Loss: 1.149526\n",
      "Validation loss decreased (1.258378 --> 1.149526).  Saving model ...\n",
      "Epoch: 7 \tTraining Loss: 1.178845 \tValidation Loss: 1.087161\n",
      "Validation loss decreased (1.149526 --> 1.087161).  Saving model ...\n",
      "Epoch: 8 \tTraining Loss: 1.123824 \tValidation Loss: 1.050894\n",
      "Validation loss decreased (1.087161 --> 1.050894).  Saving model ...\n",
      "Epoch: 9 \tTraining Loss: 1.081038 \tValidation Loss: 1.013029\n",
      "Validation loss decreased (1.050894 --> 1.013029).  Saving model ...\n",
      "Epoch: 10 \tTraining Loss: 1.036660 \tValidation Loss: 0.960539\n",
      "Validation loss decreased (1.013029 --> 0.960539).  Saving model ...\n",
      "Epoch: 11 \tTraining Loss: 1.003288 \tValidation Loss: 0.926142\n",
      "Validation loss decreased (0.960539 --> 0.926142).  Saving model ...\n",
      "Epoch: 12 \tTraining Loss: 0.966192 \tValidation Loss: 0.917177\n",
      "Validation loss decreased (0.926142 --> 0.917177).  Saving model ...\n",
      "Epoch: 13 \tTraining Loss: 0.941604 \tValidation Loss: 0.917767\n",
      "Epoch: 14 \tTraining Loss: 0.917037 \tValidation Loss: 0.885695\n",
      "Validation loss decreased (0.917177 --> 0.885695).  Saving model ...\n",
      "Epoch: 15 \tTraining Loss: 0.887579 \tValidation Loss: 0.872476\n",
      "Validation loss decreased (0.885695 --> 0.872476).  Saving model ...\n",
      "Epoch: 16 \tTraining Loss: 0.865508 \tValidation Loss: 0.833022\n",
      "Validation loss decreased (0.872476 --> 0.833022).  Saving model ...\n",
      "Epoch: 17 \tTraining Loss: 0.844217 \tValidation Loss: 0.808127\n",
      "Validation loss decreased (0.833022 --> 0.808127).  Saving model ...\n",
      "Epoch: 18 \tTraining Loss: 0.822489 \tValidation Loss: 0.819043\n",
      "Epoch: 19 \tTraining Loss: 0.802674 \tValidation Loss: 0.794522\n",
      "Validation loss decreased (0.808127 --> 0.794522).  Saving model ...\n",
      "Epoch: 20 \tTraining Loss: 0.791324 \tValidation Loss: 0.760361\n",
      "Validation loss decreased (0.794522 --> 0.760361).  Saving model ...\n",
      "Epoch: 21 \tTraining Loss: 0.768563 \tValidation Loss: 0.784356\n",
      "Epoch: 22 \tTraining Loss: 0.759420 \tValidation Loss: 0.762626\n",
      "Epoch: 23 \tTraining Loss: 0.746979 \tValidation Loss: 0.750806\n",
      "Validation loss decreased (0.760361 --> 0.750806).  Saving model ...\n",
      "Epoch: 24 \tTraining Loss: 0.728096 \tValidation Loss: 0.727780\n",
      "Validation loss decreased (0.750806 --> 0.727780).  Saving model ...\n",
      "Epoch: 25 \tTraining Loss: 0.719764 \tValidation Loss: 0.724047\n",
      "Validation loss decreased (0.727780 --> 0.724047).  Saving model ...\n",
      "Epoch: 26 \tTraining Loss: 0.706843 \tValidation Loss: 0.734056\n",
      "Epoch: 27 \tTraining Loss: 0.695191 \tValidation Loss: 0.716202\n",
      "Validation loss decreased (0.724047 --> 0.716202).  Saving model ...\n",
      "Epoch: 28 \tTraining Loss: 0.686592 \tValidation Loss: 0.687329\n",
      "Validation loss decreased (0.716202 --> 0.687329).  Saving model ...\n",
      "Epoch: 29 \tTraining Loss: 0.676164 \tValidation Loss: 0.707006\n",
      "Epoch: 30 \tTraining Loss: 0.667694 \tValidation Loss: 0.689055\n"
     ]
    }
   ],
   "source": [
    "# number of epochs to train the model\n",
    "n_epochs = 30\n",
    "\n",
    "valid_loss_min = np.Inf # track change in validation loss\n",
    "\n",
    "for epoch in range(1, n_epochs+1):\n",
    "\n",
    "    # keep track of training and validation loss\n",
    "    train_loss = 0.0\n",
    "    valid_loss = 0.0\n",
    "    \n",
    "    ###################\n",
    "    # train the model #\n",
    "    ###################\n",
    "    model.train()\n",
    "    for data, target in train_loader:\n",
    "        # move tensors to GPU if CUDA is available\n",
    "        if train_on_gpu:\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "        # clear the gradients of all optimized variables\n",
    "        optimizer.zero_grad()\n",
    "        # forward pass: compute predicted outputs by passing inputs to the model\n",
    "        output = model(data)\n",
    "        # calculate the batch loss\n",
    "        loss = criterion(output, target)\n",
    "        # backward pass: compute gradient of the loss with respect to model parameters\n",
    "        loss.backward()\n",
    "        # perform a single optimization step (parameter update)\n",
    "        optimizer.step()\n",
    "        # update training loss\n",
    "        train_loss += loss.item()*data.size(0)\n",
    "        \n",
    "    ######################    \n",
    "    # validate the model #\n",
    "    ######################\n",
    "    model.eval()\n",
    "    for data, target in valid_loader:\n",
    "        # move tensors to GPU if CUDA is available\n",
    "        if train_on_gpu:\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "        # forward pass: compute predicted outputs by passing inputs to the model\n",
    "        output = model(data)\n",
    "        # calculate the batch loss\n",
    "        loss = criterion(output, target)\n",
    "        # update average validation loss \n",
    "        valid_loss += loss.item()*data.size(0)\n",
    "    \n",
    "    # calculate average losses\n",
    "    train_loss = train_loss/len(train_loader.sampler)\n",
    "    valid_loss = valid_loss/len(valid_loader.sampler)\n",
    "        \n",
    "    # print training/validation statistics \n",
    "    print('Epoch: {} \\tTraining Loss: {:.6f} \\tValidation Loss: {:.6f}'.format(\n",
    "        epoch, train_loss, valid_loss))\n",
    "    \n",
    "    # save model if validation loss has decreased\n",
    "    if valid_loss <= valid_loss_min:\n",
    "        print('Validation loss decreased ({:.6f} --> {:.6f}).  Saving model ...'.format(\n",
    "        valid_loss_min,\n",
    "        valid_loss))\n",
    "        torch.save(model.state_dict(), 'model_cifar.pt')\n",
    "        valid_loss_min = valid_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Load the Model with the Lowest Validation Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.load_state_dict(torch.load('model_cifar.pt'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Test the Trained Network\n",
    "\n",
    "Test your trained model on previously unseen data! A \"good\" result will be a CNN that gets around 70% (or more, try your best!) accuracy on these test images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Loss: 0.663844\n",
      "\n",
      "Test Accuracy of airplane: 84% (841/1000)\n",
      "Test Accuracy of automobile: 88% (885/1000)\n",
      "Test Accuracy of  bird: 61% (612/1000)\n",
      "Test Accuracy of   cat: 53% (534/1000)\n",
      "Test Accuracy of  deer: 73% (737/1000)\n",
      "Test Accuracy of   dog: 71% (715/1000)\n",
      "Test Accuracy of  frog: 84% (847/1000)\n",
      "Test Accuracy of horse: 80% (806/1000)\n",
      "Test Accuracy of  ship: 86% (868/1000)\n",
      "Test Accuracy of truck: 82% (829/1000)\n",
      "\n",
      "Test Accuracy (Overall): 76% (7674/10000)\n"
     ]
    }
   ],
   "source": [
    "# track test loss\n",
    "test_loss = 0.0\n",
    "class_correct = list(0. for i in range(10))\n",
    "class_total = list(0. for i in range(10))\n",
    "\n",
    "model.eval()\n",
    "# iterate over test data\n",
    "for data, target in test_loader:\n",
    "    # move tensors to GPU if CUDA is available\n",
    "    if train_on_gpu:\n",
    "        data, target = data.cuda(), target.cuda()\n",
    "    # forward pass: compute predicted outputs by passing inputs to the model\n",
    "    output = model(data)\n",
    "    # calculate the batch loss\n",
    "    loss = criterion(output, target)\n",
    "    # update test loss \n",
    "    test_loss += loss.item()*data.size(0)\n",
    "    # convert output probabilities to predicted class\n",
    "    _, pred = torch.max(output, 1)    \n",
    "    # compare predictions to true label\n",
    "    correct_tensor = pred.eq(target.data.view_as(pred))\n",
    "    correct = np.squeeze(correct_tensor.numpy()) if not train_on_gpu else np.squeeze(correct_tensor.cpu().numpy())\n",
    "    # calculate test accuracy for each object class\n",
    "    for i in range(batch_size):\n",
    "        label = target.data[i]\n",
    "        class_correct[label] += correct[i].item()\n",
    "        class_total[label] += 1\n",
    "\n",
    "# average test loss\n",
    "test_loss = test_loss/len(test_loader.dataset)\n",
    "print('Test Loss: {:.6f}\\n'.format(test_loss))\n",
    "\n",
    "for i in range(10):\n",
    "    if class_total[i] > 0:\n",
    "        print('Test Accuracy of %5s: %2d%% (%2d/%2d)' % (\n",
    "            classes[i], 100 * class_correct[i] / class_total[i],\n",
    "            np.sum(class_correct[i]), np.sum(class_total[i])))\n",
    "    else:\n",
    "        print('Test Accuracy of %5s: N/A (no training examples)' % (classes[i]))\n",
    "\n",
    "print('\\nTest Accuracy (Overall): %2d%% (%2d/%2d)' % (\n",
    "    100. * np.sum(class_correct) / np.sum(class_total),\n",
    "    np.sum(class_correct), np.sum(class_total)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question: What are your model's weaknesses and how might they be improved?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Answer**: This model seems to do best on vehicles rather than animals. For example, it does best on the automobile class and worst on the cat class. I suspect it's because animals vary in color and size and so it would improve this model if I could increase the number of animal images in the first place or perhaps if I added another convolutional layer to detect finer patterns in these images. I could also experiment with a smaller learning rate so that the model takes small steps in the right direction as it is training."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Sample Test Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c5733d358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# obtain one batch of test images\n",
    "dataiter = iter(test_loader)\n",
    "images, labels = dataiter.next()\n",
    "images.numpy()\n",
    "\n",
    "# move model inputs to cuda, if GPU available\n",
    "if train_on_gpu:\n",
    "    images = images.cuda()\n",
    "\n",
    "# get sample outputs\n",
    "output = model(images)\n",
    "# convert output probabilities to predicted class\n",
    "_, preds_tensor = torch.max(output, 1)\n",
    "preds = np.squeeze(preds_tensor.numpy()) if not train_on_gpu else np.squeeze(preds_tensor.cpu().numpy())\n",
    "\n",
    "# plot the images in the batch, along with predicted and true labels\n",
    "fig = plt.figure(figsize=(25, 4))\n",
    "for idx in np.arange(20):\n",
    "    ax = fig.add_subplot(2, 20/2, idx+1, xticks=[], yticks=[])\n",
    "    imshow(images[idx] if not train_on_gpu else images[idx].cpu())\n",
    "    ax.set_title(\"{} ({})\".format(classes[preds[idx]], classes[labels[idx]]),\n",
    "                 color=(\"green\" if preds[idx]==labels[idx].item() else \"red\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
